{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "894c3e8d-5ece-4216-9b5f-ceb9d61bc0b8",
   "metadata": {},
   "source": [
    "**Part-A**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f6be3896-2658-4cc0-8b68-b8f4dd883942",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import re\n",
    "import pickle\n",
    "import scipy.stats as stats\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "from matplotlib.pyplot import pie, axis, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c35558e8-b7a8-49ed-b03f-d8baf36a20e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import missingno as msno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "89ccc7af-d40a-444b-b608-e63d47cfa74a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from scipy.stats import zscore\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn import neighbors, datasets, preprocessing\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from sklearn import model_selection\n",
    "from collections import Counter\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, roc_auc_score, f1_score, r2_score\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from sklearn import neighbors, datasets, preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, GradientBoostingClassifier, VotingClassifier, StackingClassifier\n",
    "from xgboost import XGBClassifier, XGBRegressor\n",
    "from lightgbm import LGBMClassifier\n",
    "from catboost import CatBoostClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d1f9a187-7d91-4a65-984c-0595ba83d5b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, GradientBoostingClassifier, VotingClassifier, StackingClassifier\n",
    "from xgboost import XGBClassifier, XGBRegressor\n",
    "from lightgbm import LGBMClassifier\n",
    "from catboost import CatBoostClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score, ConfusionMatrixDisplay, r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ae84e714-5d5e-4cb0-a325-2a1ad5f7259e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "[(1.0, 0.34509803921568627, 0.3176470588235294),\n",
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       " (0.10980392156862745, 0.10588235294117647, 0.12549019607843137)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, GradientBoostingClassifier, VotingClassifier, StackingClassifier\n",
    "from xgboost import XGBClassifier, XGBRegressor\n",
    "from lightgbm import LGBMClassifier\n",
    "from catboost import CatBoostClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score, ConfusionMatrixDisplay, r2_score\n",
    "np.random.seed(42)\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, GradientBoostingClassifier, VotingClassifier, StackingClassifier\n",
    "from xgboost import XGBClassifier, XGBRegressor\n",
    "from lightgbm import LGBMClassifier\n",
    "from catboost import CatBoostClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score, ConfusionMatrixDisplay, r2_score\n",
    "\n",
    "colors = ['#FF5851', '#F3C130', '#414A6B', '#B49A85', '#1C1B20']\n",
    "sns.color_palette(colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b26ae68-456f-4d2a-b640-c4eee6724342",
   "metadata": {},
   "source": [
    "**DOMAIN:** *Telecom*\n",
    "\n",
    "\n",
    "**CONTEXT:** *A telecom company wants to use their historical customer data to predict behaviour to retain customers. You can analyse all\n",
    "relevant customer data and develop focused customer retention programs.*\n",
    "\n",
    "\n",
    "**DATA DESCRIPTION:** *Each row represents a customer, each column contains customer’s attributes described on the column Metadata. The\n",
    "data set includes information about:*\n",
    "\n",
    "\n",
    "*Customers who left within the last month – the column is called Churn*\n",
    "\n",
    "\n",
    "*Services that each customer has signed up for – phone, multiple lines, internet, online security, online backup, device protection, tech support, and\n",
    "streaming TV and movies*\n",
    "\n",
    "\n",
    "*Customer account information – how long they’ve been a customer, contract, payment method, paperless billing, monthly charges, and total charges*\n",
    "\n",
    "\n",
    "*Demographic info about customers – gender, age range, and if they have partners and dependents*\n",
    "\n",
    "\n",
    "**PROJECT OBJECTIVE:** *To Build a model that will help to identify the potential customers who have a higher probability to churn. This helps the\n",
    "company to understand the pinpoints and patterns of customer churn and will increase the focus on strategizing customer retention*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abed0e0d-07d8-4662-99c9-961f286cecab",
   "metadata": {},
   "source": [
    "**1. Data Understanding & Exploration:**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5caba1e-aa1e-40a0-9f55-b929401e2fc4",
   "metadata": {},
   "source": [
    "**A. Read ‘TelcomCustomer-Churn_1.csv’ as a DataFrame and assign it to a variable.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9dd6f2c0-ce00-4940-9fc1-ee0f9472f397",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_csv('TelcomCustomer-Churn_1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "44e41031-5247-4526-9fb8-bc7fc09e9725",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  \n",
       "0  No phone service             DSL             No  \n",
       "1                No             DSL            Yes  \n",
       "2                No             DSL            Yes  \n",
       "3  No phone service             DSL            Yes  \n",
       "4                No     Fiber optic             No  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f08ba235-e9a6-4c47-994b-57f4b4fd911c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 10)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bd34665-17e3-4730-a7d6-21c80f6f6708",
   "metadata": {},
   "source": [
    "**B. Read ‘TelcomCustomer-Churn_2.csv’ as a DataFrame and assign it to a variable.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e269737a-2fd4-41ef-96af-c36b0ebc9e6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('TelcomCustomer-Churn_2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c1b7050f-5a86-41fa-bb08-fdd4e764a1ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID OnlineBackup DeviceProtection TechSupport StreamingTV  \\\n",
       "0  7590-VHVEG          Yes               No          No          No   \n",
       "1  5575-GNVDE           No              Yes          No          No   \n",
       "2  3668-QPYBK          Yes               No          No          No   \n",
       "3  7795-CFOCW           No              Yes         Yes          No   \n",
       "4  9237-HQITU           No               No          No          No   \n",
       "\n",
       "  StreamingMovies        Contract PaperlessBilling              PaymentMethod  \\\n",
       "0              No  Month-to-month              Yes           Electronic check   \n",
       "1              No        One year               No               Mailed check   \n",
       "2              No  Month-to-month              Yes               Mailed check   \n",
       "3              No        One year               No  Bank transfer (automatic)   \n",
       "4              No  Month-to-month              Yes           Electronic check   \n",
       "\n",
       "   MonthlyCharges TotalCharges Churn  \n",
       "0           29.85        29.85    No  \n",
       "1           56.95       1889.5    No  \n",
       "2           53.85       108.15   Yes  \n",
       "3           42.30      1840.75    No  \n",
       "4           70.70       151.65   Yes  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8d679547-1028-49a1-ae59-1cdc511eae00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 12)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2558a71-2a7a-43af-8d2a-0e2fcc34c7a1",
   "metadata": {},
   "source": [
    "**C. Merge both the DataFrames on key ‘customerID’ to form a single DataFrame**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2c3d93c3-2664-4095-ae87-af0ca07d8c7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.merge(df1, df2, on='customerID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9e6d9fc7-8069-44eb-b078-dcea4f374c7d",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
       "0  No phone service             DSL             No  ...               No   \n",
       "1                No             DSL            Yes  ...              Yes   \n",
       "2                No             DSL            Yes  ...               No   \n",
       "3  No phone service             DSL            Yes  ...              Yes   \n",
       "4                No     Fiber optic             No  ...               No   \n",
       "\n",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No          No              No  Month-to-month              Yes   \n",
       "1          No          No              No        One year               No   \n",
       "2          No          No              No  Month-to-month              Yes   \n",
       "3         Yes          No              No        One year               No   \n",
       "4          No          No              No  Month-to-month              Yes   \n",
       "\n",
       "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
       "0           Electronic check          29.85         29.85    No  \n",
       "1               Mailed check          56.95        1889.5    No  \n",
       "2               Mailed check          53.85        108.15   Yes  \n",
       "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
       "4           Electronic check          70.70        151.65   Yes  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "21173feb-087f-4a06-af7c-eb63586b6d52",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7043 non-null   object \n",
      " 1   gender            7043 non-null   object \n",
      " 2   SeniorCitizen     7043 non-null   int64  \n",
      " 3   Partner           7043 non-null   object \n",
      " 4   Dependents        7043 non-null   object \n",
      " 5   tenure            7043 non-null   int64  \n",
      " 6   PhoneService      7043 non-null   object \n",
      " 7   MultipleLines     7043 non-null   object \n",
      " 8   InternetService   7043 non-null   object \n",
      " 9   OnlineSecurity    7043 non-null   object \n",
      " 10  OnlineBackup      7043 non-null   object \n",
      " 11  DeviceProtection  7043 non-null   object \n",
      " 12  TechSupport       7043 non-null   object \n",
      " 13  StreamingTV       7043 non-null   object \n",
      " 14  StreamingMovies   7043 non-null   object \n",
      " 15  Contract          7043 non-null   object \n",
      " 16  PaperlessBilling  7043 non-null   object \n",
      " 17  PaymentMethod     7043 non-null   object \n",
      " 18  MonthlyCharges    7043 non-null   float64\n",
      " 19  TotalCharges      7043 non-null   object \n",
      " 20  Churn             7043 non-null   object \n",
      "dtypes: float64(1), int64(2), object(18)\n",
      "memory usage: 1.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d0166395-da3f-46cd-ac27-aa95aac4a578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 21)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fb2274e1-3022-447a-bb1d-4e3f1ec10139",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
       "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
       "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
       "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
       "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8f9cec41-5743-4624-a5a2-fdd136380f05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
       "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
       "       'OnlineSecurity'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "769a7a41-4169-4079-8199-e89dd1a4208e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
       "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
       "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81b24aad-602c-4b63-9466-be551920ae06",
   "metadata": {},
   "source": [
    "**D. Verify if all the columns are incorporated in the merged DataFrame by using simple comparison Operator in Python**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c1fe644d-a6a7-4646-abfe-c23bd1ff5eaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Columns are identical.'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns1=set(df1.columns.to_list().__add__(df2.columns.to_list()))\n",
    "columns2=set(df.columns.to_list())\n",
    "'Columns are identical.' if columns1==columns2 else 'Columns are not identical.'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b06a4cbb-2377-44cb-9ac9-39952c714b3f",
   "metadata": {},
   "source": [
    "**2. Data Cleaning & Analysis:**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1686080-debc-4796-b8c0-95aa84133bae",
   "metadata": {},
   "source": [
    "**A. Impute missing/unexpected values in the DataFrame.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a26d704c-5d5d-4797-8f39-00c094cf1d42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7043 non-null   object \n",
      " 1   gender            7043 non-null   object \n",
      " 2   SeniorCitizen     7043 non-null   int64  \n",
      " 3   Partner           7043 non-null   object \n",
      " 4   Dependents        7043 non-null   object \n",
      " 5   tenure            7043 non-null   int64  \n",
      " 6   PhoneService      7043 non-null   object \n",
      " 7   MultipleLines     7043 non-null   object \n",
      " 8   InternetService   7043 non-null   object \n",
      " 9   OnlineSecurity    7043 non-null   object \n",
      " 10  OnlineBackup      7043 non-null   object \n",
      " 11  DeviceProtection  7043 non-null   object \n",
      " 12  TechSupport       7043 non-null   object \n",
      " 13  StreamingTV       7043 non-null   object \n",
      " 14  StreamingMovies   7043 non-null   object \n",
      " 15  Contract          7043 non-null   object \n",
      " 16  PaperlessBilling  7043 non-null   object \n",
      " 17  PaymentMethod     7043 non-null   object \n",
      " 18  MonthlyCharges    7043 non-null   float64\n",
      " 19  TotalCharges      7043 non-null   object \n",
      " 20  Churn             7043 non-null   object \n",
      "dtypes: float64(1), int64(2), object(18)\n",
      "memory usage: 1.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "81eeb231-b12f-4ca3-bdf9-514f7e2ce94e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID           object\n",
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges         object\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d6798040-ff82-4dec-9bb7-acb8ea1816f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID           0\n",
       "gender               0\n",
       "SeniorCitizen        0\n",
       "Partner              0\n",
       "Dependents           0\n",
       "tenure               0\n",
       "PhoneService         0\n",
       "MultipleLines        0\n",
       "InternetService      0\n",
       "OnlineSecurity       0\n",
       "OnlineBackup         0\n",
       "DeviceProtection     0\n",
       "TechSupport          0\n",
       "StreamingTV          0\n",
       "StreamingMovies      0\n",
       "Contract             0\n",
       "PaperlessBilling     0\n",
       "PaymentMethod        0\n",
       "MonthlyCharges       0\n",
       "TotalCharges        11\n",
       "Churn                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['TotalCharges'] = pd.to_numeric(df['TotalCharges'], errors='coerce')\n",
    "df.isnull().sum() \n",
    "\n",
    "#Since TotalCharges can not be object so we need to convert it to numeric value first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2eb4b0f8-1ae3-42a6-ad55-c1bf48b6f7da",
   "metadata": {},
   "outputs": [],
   "source": [
    "#We see that there are 11 rows with non-numeric value for the column TotalCharges so let us first drop all these 11 rows\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8ba63b7c-7144-451d-aca1-50aef9c41723",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID          0\n",
       "gender              0\n",
       "SeniorCitizen       0\n",
       "Partner             0\n",
       "Dependents          0\n",
       "tenure              0\n",
       "PhoneService        0\n",
       "MultipleLines       0\n",
       "InternetService     0\n",
       "OnlineSecurity      0\n",
       "OnlineBackup        0\n",
       "DeviceProtection    0\n",
       "TechSupport         0\n",
       "StreamingTV         0\n",
       "StreamingMovies     0\n",
       "Contract            0\n",
       "PaperlessBilling    0\n",
       "PaymentMethod       0\n",
       "MonthlyCharges      0\n",
       "TotalCharges        0\n",
       "Churn               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a3fcb4ae-13b7-4e36-ab4a-2b223f37d4ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.162400</td>\n",
       "      <td>0.368844</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>32.421786</td>\n",
       "      <td>24.545260</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>55.0000</td>\n",
       "      <td>72.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>64.798208</td>\n",
       "      <td>30.085974</td>\n",
       "      <td>18.25</td>\n",
       "      <td>35.5875</td>\n",
       "      <td>70.350</td>\n",
       "      <td>89.8625</td>\n",
       "      <td>118.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>2283.300441</td>\n",
       "      <td>2266.771362</td>\n",
       "      <td>18.80</td>\n",
       "      <td>401.4500</td>\n",
       "      <td>1397.475</td>\n",
       "      <td>3794.7375</td>\n",
       "      <td>8684.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 count         mean          std    min       25%       50%  \\\n",
       "SeniorCitizen   7032.0     0.162400     0.368844   0.00    0.0000     0.000   \n",
       "tenure          7032.0    32.421786    24.545260   1.00    9.0000    29.000   \n",
       "MonthlyCharges  7032.0    64.798208    30.085974  18.25   35.5875    70.350   \n",
       "TotalCharges    7032.0  2283.300441  2266.771362  18.80  401.4500  1397.475   \n",
       "\n",
       "                      75%      max  \n",
       "SeniorCitizen      0.0000     1.00  \n",
       "tenure            55.0000    72.00  \n",
       "MonthlyCharges    89.8625   118.75  \n",
       "TotalCharges    3794.7375  8684.80  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f16913b9-8f7d-4fae-a578-9d2e994fff2c",
   "metadata": {},
   "source": [
    "**B. Make sure all the variables with continuous values are of ‘Float’ type.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "39c25404-5d75-495f-a24c-3a5984ab2b78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Numerical Columns: ['SeniorCitizen', 'tenure', 'MonthlyCharges', 'TotalCharges']\n",
      "Categorical Columns: ['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn']\n",
      "\n",
      "\n",
      "\n",
      "Unique Values In Categorical columns:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[\"customerID:   ['7590-VHVEG' '5575-GNVDE' '3668-QPYBK' ... '4801-JZAZL' '8361-LTMKD'\\n '3186-AJIEK']\",\n",
       " \"gender:   ['Female' 'Male']\",\n",
       " \"Partner:   ['Yes' 'No']\",\n",
       " \"Dependents:   ['No' 'Yes']\",\n",
       " \"PhoneService:   ['No' 'Yes']\",\n",
       " \"MultipleLines:   ['No phone service' 'No' 'Yes']\",\n",
       " \"InternetService:   ['DSL' 'Fiber optic' 'No']\",\n",
       " \"OnlineSecurity:   ['No' 'Yes' 'No internet service']\",\n",
       " \"OnlineBackup:   ['Yes' 'No' 'No internet service']\",\n",
       " \"DeviceProtection:   ['No' 'Yes' 'No internet service']\",\n",
       " \"TechSupport:   ['No' 'Yes' 'No internet service']\",\n",
       " \"StreamingTV:   ['No' 'Yes' 'No internet service']\",\n",
       " \"StreamingMovies:   ['No' 'Yes' 'No internet service']\",\n",
       " \"Contract:   ['Month-to-month' 'One year' 'Two year']\",\n",
       " \"PaperlessBilling:   ['Yes' 'No']\",\n",
       " \"PaymentMethod:   ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\\n 'Credit card (automatic)']\",\n",
       " \"Churn:   ['No' 'Yes']\"]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_cols = df.select_dtypes(include='number')\n",
    "cat_cols = df.select_dtypes(include='object')\n",
    "print(f'Numerical Columns: {num_cols.columns.tolist()}')\n",
    "print(f'Categorical Columns: {cat_cols.columns.tolist()}\\n')\n",
    "print('\\n\\nUnique Values In Categorical columns:')\n",
    "[f'{col}:   {cat_cols[col].unique()}' for col in cat_cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "b3d9ee0b-f476-41c6-8655-3bac20bd0f53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID           object\n",
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges        float64\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cb92253d-f7ba-4c12-a07c-7639fbe10216",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID           object\n",
       "gender               object\n",
       "SeniorCitizen       float64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure              float64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges        float64\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.astype({'SeniorCitizen':'float', 'tenure':'float'})\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e48d9c9-9213-4cb4-8bcf-621289b599eb",
   "metadata": {},
   "source": [
    "**C. Create a function that will accept a DataFrame as input and return pie-charts for all the appropriate Categorical features. Clearly show percentage\n",
    "distribution in the pie-chart.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "3ba741fc-a2ce-4179-b937-476290836c7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
       "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
       "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
       "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
       "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "524f42ff-584b-4e98-b82d-4f8279661ea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pie_charts_for_CategoricalVar(df_pie,m):\n",
    "    a = ['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents', 'tenure', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn']\n",
    "    for i in df_pie:\n",
    "        a.append(i)\n",
    "    \n",
    "    b = ['gender', 'SeniorCitizen', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn']\n",
    "    for i in a:\n",
    "        if (df[i].dtype.name) == 'category':\n",
    "            b.append(i)\n",
    "        \n",
    "    plt.figure(figsize=(15, 12))\n",
    "    plt.subplots_adjust(hspace=0.2)\n",
    "    plt.suptitle(\"Pie-Charts for Categorical Variables in the dataframe\", fontsize=18, y=0.95)\n",
    "\n",
    "    ncols = m\n",
    "\n",
    "    nrows = len(b) // ncols + (len(b) % ncols > 0)\n",
    "    \n",
    "    for n, i in enumerate(b):\n",
    "        ax = plt.subplot(nrows, ncols, n + 1)\n",
    "        df.groupby(i).size().plot(kind= 'pie' , autopct='%.2f%%',ax=ax)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "665b2570-1d7e-4df5-a4b4-72b27f67a847",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie_charts_for_CategoricalVar(df,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a9c71fb-0022-4a4e-9d88-056317d84ee0",
   "metadata": {},
   "source": [
    "**D. Share insights for Q2.c.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e32cfe91-6896-4542-a19a-bd446309b576",
   "metadata": {},
   "source": [
    "*Majority of people who don't have partner also are dependents.*\n",
    "\n",
    "*Very less number of people who don't have partner are dependent.*\n",
    "\n",
    "*There are fairly equal number of people who have partner are dependent and not dependent.*\n",
    "\n",
    "*people taking longer contracts are likely to retain for a longer time.*\n",
    "\n",
    "*People whose payement methods are automatic(Bank transfer, Credit card) have more faith and confidence about the company and are likely to retain for a longer time.*\n",
    "\n",
    "*People who have partner are more likely to stay longer.*\n",
    "\n",
    "*Dependent status arguably does not have any strong correlation with tenure.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d007c2f-6fe8-4a35-91dc-785000a93f7f",
   "metadata": {},
   "source": [
    "**E. Encode all the appropriate Categorical features with the best suitable approach.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b357eff1-7f96-4765-a8e1-69488668ee31",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('customerID', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "390fb252-5ca7-4d5b-9a8f-498c83cba3d8",
   "metadata": {},
   "outputs": [
    {
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       "      <th id=\"T_7dc46_level0_col0\" class=\"col_heading level0 col0\" >Yes</th>\n",
       "      <th id=\"T_7dc46_level0_col1\" class=\"col_heading level0 col1\" >No</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >Service-Service</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row0\" class=\"row_heading level0 row0\" >PhoneService-MultipleLines</th>\n",
       "      <td id=\"T_7dc46_row0_col0\" class=\"data row0 col0\" >42.192833</td>\n",
       "      <td id=\"T_7dc46_row0_col1\" class=\"data row0 col1\" >0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row1\" class=\"row_heading level0 row1\" >PhoneService-OnlineSecurity</th>\n",
       "      <td id=\"T_7dc46_row1_col0\" class=\"data row1 col0\" >24.658703</td>\n",
       "      <td id=\"T_7dc46_row1_col1\" class=\"data row1 col1\" >5.674061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row2\" class=\"row_heading level0 row2\" >PhoneService-OnlineBackup</th>\n",
       "      <td id=\"T_7dc46_row2_col0\" class=\"data row2 col0\" >30.418089</td>\n",
       "      <td id=\"T_7dc46_row2_col1\" class=\"data row2 col1\" >5.602958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row3\" class=\"row_heading level0 row3\" >PhoneService-DeviceProtection</th>\n",
       "      <td id=\"T_7dc46_row3_col0\" class=\"data row3 col0\" >30.076792</td>\n",
       "      <td id=\"T_7dc46_row3_col1\" class=\"data row3 col1\" >5.361206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row4\" class=\"row_heading level0 row4\" >PhoneService-TechSupport</th>\n",
       "      <td id=\"T_7dc46_row4_col0\" class=\"data row4 col0\" >24.928896</td>\n",
       "      <td id=\"T_7dc46_row4_col1\" class=\"data row4 col1\" >5.588737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row5\" class=\"row_heading level0 row5\" >PhoneService-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row5_col0\" class=\"data row5 col0\" >34.414107</td>\n",
       "      <td id=\"T_7dc46_row5_col1\" class=\"data row5 col1\" >5.645620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row6\" class=\"row_heading level0 row6\" >PhoneService-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row6_col0\" class=\"data row6 col0\" >34.598976</td>\n",
       "      <td id=\"T_7dc46_row6_col1\" class=\"data row6 col1\" >5.432309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row7\" class=\"row_heading level0 row7\" >MultipleLines-OnlineSecurity</th>\n",
       "      <td id=\"T_7dc46_row7_col0\" class=\"data row7 col0\" >14.291809</td>\n",
       "      <td id=\"T_7dc46_row7_col1\" class=\"data row7 col1\" >20.989761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row8\" class=\"row_heading level0 row8\" >MultipleLines-OnlineBackup</th>\n",
       "      <td id=\"T_7dc46_row8_col0\" class=\"data row8 col0\" >19.297497</td>\n",
       "      <td id=\"T_7dc46_row8_col1\" class=\"data row8 col1\" >20.236064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row9\" class=\"row_heading level0 row9\" >MultipleLines-DeviceProtection</th>\n",
       "      <td id=\"T_7dc46_row9_col0\" class=\"data row9 col0\" >19.240614</td>\n",
       "      <td id=\"T_7dc46_row9_col1\" class=\"data row9 col1\" >20.520478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row10\" class=\"row_heading level0 row10\" >MultipleLines-TechSupport</th>\n",
       "      <td id=\"T_7dc46_row10_col0\" class=\"data row10 col0\" >14.490899</td>\n",
       "      <td id=\"T_7dc46_row10_col1\" class=\"data row10 col1\" >20.918658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row11\" class=\"row_heading level0 row11\" >MultipleLines-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row11_col0\" class=\"data row11 col0\" >22.411832</td>\n",
       "      <td id=\"T_7dc46_row11_col1\" class=\"data row11 col1\" >19.354380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row12\" class=\"row_heading level0 row12\" >MultipleLines-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row12_col0\" class=\"data row12 col0\" >22.625142</td>\n",
       "      <td id=\"T_7dc46_row12_col1\" class=\"data row12 col1\" >19.382821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row13\" class=\"row_heading level0 row13\" >OnlineSecurity-OnlineBackup</th>\n",
       "      <td id=\"T_7dc46_row13_col0\" class=\"data row13 col0\" >15.969852</td>\n",
       "      <td id=\"T_7dc46_row13_col1\" class=\"data row13 col1\" >31.214448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row14\" class=\"row_heading level0 row14\" >OnlineSecurity-DeviceProtection</th>\n",
       "      <td id=\"T_7dc46_row14_col0\" class=\"data row14 col0\" >15.756542</td>\n",
       "      <td id=\"T_7dc46_row14_col1\" class=\"data row14 col1\" >31.100683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row15\" class=\"row_heading level0 row15\" >OnlineSecurity-TechSupport</th>\n",
       "      <td id=\"T_7dc46_row15_col0\" class=\"data row15 col0\" >15.585893</td>\n",
       "      <td id=\"T_7dc46_row15_col1\" class=\"data row15 col1\" >36.305461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row16\" class=\"row_heading level0 row16\" >OnlineSecurity-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row16_col0\" class=\"data row16 col0\" >14.874858</td>\n",
       "      <td id=\"T_7dc46_row16_col1\" class=\"data row16 col1\" >26.166098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row17\" class=\"row_heading level0 row17\" >OnlineSecurity-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row17_col0\" class=\"data row17 col0\" >15.258817</td>\n",
       "      <td id=\"T_7dc46_row17_col1\" class=\"data row17 col1\" >26.151877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row18\" class=\"row_heading level0 row18\" >OnlineBackup-DeviceProtection</th>\n",
       "      <td id=\"T_7dc46_row18_col0\" class=\"data row18 col0\" >18.700228</td>\n",
       "      <td id=\"T_7dc46_row18_col1\" class=\"data row18 col1\" >28.213879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row19\" class=\"row_heading level0 row19\" >OnlineBackup-TechSupport</th>\n",
       "      <td id=\"T_7dc46_row19_col0\" class=\"data row19 col0\" >16.339590</td>\n",
       "      <td id=\"T_7dc46_row19_col1\" class=\"data row19 col1\" >31.228669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row20\" class=\"row_heading level0 row20\" >OnlineBackup-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row20_col0\" class=\"data row20 col0\" >19.766780</td>\n",
       "      <td id=\"T_7dc46_row20_col1\" class=\"data row20 col1\" >25.227531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row21\" class=\"row_heading level0 row21\" >OnlineBackup-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row21_col0\" class=\"data row21 col0\" >19.752560</td>\n",
       "      <td id=\"T_7dc46_row21_col1\" class=\"data row21 col1\" >24.815131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row22\" class=\"row_heading level0 row22\" >DeviceProtection-TechSupport</th>\n",
       "      <td id=\"T_7dc46_row22_col0\" class=\"data row22 col0\" >17.150171</td>\n",
       "      <td id=\"T_7dc46_row22_col1\" class=\"data row22 col1\" >32.138794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row23\" class=\"row_heading level0 row23\" >DeviceProtection-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row23_col0\" class=\"data row23 col0\" >22.226962</td>\n",
       "      <td id=\"T_7dc46_row23_col1\" class=\"data row23 col1\" >27.787258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row24\" class=\"row_heading level0 row24\" >DeviceProtection-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row24_col0\" class=\"data row24 col0\" >22.667804</td>\n",
       "      <td id=\"T_7dc46_row24_col1\" class=\"data row24 col1\" >27.829920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row25\" class=\"row_heading level0 row25\" >TechSupport-StreamingTV</th>\n",
       "      <td id=\"T_7dc46_row25_col0\" class=\"data row25 col0\" >17.278157</td>\n",
       "      <td id=\"T_7dc46_row25_col1\" class=\"data row25 col1\" >28.213879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row26\" class=\"row_heading level0 row26\" >TechSupport-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row26_col0\" class=\"data row26 col0\" >17.463026</td>\n",
       "      <td id=\"T_7dc46_row26_col1\" class=\"data row26 col1\" >28.000569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7dc46_level0_row27\" class=\"row_heading level0 row27\" >StreamingTV-StreamingMovies</th>\n",
       "      <td id=\"T_7dc46_row27_col0\" class=\"data row27 col0\" >27.573948</td>\n",
       "      <td id=\"T_7dc46_row27_col1\" class=\"data row27 col1\" >28.683163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1f91d9f0ac0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "services = ['PhoneService', 'MultipleLines', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies']\n",
    "srv_corr = []\n",
    "percent_yes = []\n",
    "percent_no = []\n",
    "for i in range(len(services)-1):\n",
    "    for j in range(i+1, len(services)):\n",
    "        srv_corr.append(f'{services[i]}-{services[j]}')\n",
    "        percent_yes.append(cat_cols.loc[(cat_cols[services[i]]=='Yes') & (cat_cols[services[j]]=='Yes')].shape[0]*100/cat_cols.shape[0])\n",
    "        percent_no.append(cat_cols.loc[(cat_cols[services[i]]=='No') & (cat_cols[services[j]]=='No')].shape[0]*100/cat_cols.shape[0])\n",
    "        \n",
    "        \n",
    "service_corr = pd.DataFrame([srv_corr, percent_yes, percent_no], index=['Service-Service', 'Yes', 'No']).T\n",
    "service_corr = service_corr.set_index('Service-Service').style.background_gradient(subset=['Yes', 'No'], cmap='bone_r')\n",
    "service_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "decec0fd-d0be-49ec-8369-9dbea265e206",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService',\n",
       "       'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup',\n",
       "       'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies',\n",
       "       'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_cols.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "06640592-579f-4a74-a683-6d25c1c92151",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>tenure</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "      <th>gender_Female</th>\n",
       "      <th>gender_Male</th>\n",
       "      <th>Partner_No</th>\n",
       "      <th>Partner_Yes</th>\n",
       "      <th>Dependents_No</th>\n",
       "      <th>...</th>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaperlessBilling_No</th>\n",
       "      <th>PaperlessBilling_Yes</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>7041</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>7032 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SeniorCitizen  tenure  MonthlyCharges  TotalCharges  Churn  \\\n",
       "0               0.0     1.0           29.85         29.85      0   \n",
       "1               0.0    34.0           56.95       1889.50      0   \n",
       "2               0.0     2.0           53.85        108.15      1   \n",
       "3               0.0    45.0           42.30       1840.75      0   \n",
       "4               0.0     2.0           70.70        151.65      1   \n",
       "...             ...     ...             ...           ...    ...   \n",
       "7038            0.0    24.0           84.80       1990.50      0   \n",
       "7039            0.0    72.0          103.20       7362.90      0   \n",
       "7040            0.0    11.0           29.60        346.45      0   \n",
       "7041            1.0     4.0           74.40        306.60      1   \n",
       "7042            0.0    66.0          105.65       6844.50      0   \n",
       "\n",
       "      gender_Female  gender_Male  Partner_No  Partner_Yes  Dependents_No  ...  \\\n",
       "0                 1            0           0            1              1  ...   \n",
       "1                 0            1           1            0              1  ...   \n",
       "2                 0            1           1            0              1  ...   \n",
       "3                 0            1           1            0              1  ...   \n",
       "4                 1            0           1            0              1  ...   \n",
       "...             ...          ...         ...          ...            ...  ...   \n",
       "7038              0            1           0            1              0  ...   \n",
       "7039              1            0           0            1              0  ...   \n",
       "7040              1            0           0            1              0  ...   \n",
       "7041              0            1           0            1              1  ...   \n",
       "7042              0            1           1            0              1  ...   \n",
       "\n",
       "      StreamingMovies_Yes  Contract_Month-to-month  Contract_One year  \\\n",
       "0                       0                        1                  0   \n",
       "1                       0                        0                  1   \n",
       "2                       0                        1                  0   \n",
       "3                       0                        0                  1   \n",
       "4                       0                        1                  0   \n",
       "...                   ...                      ...                ...   \n",
       "7038                    1                        0                  1   \n",
       "7039                    1                        0                  1   \n",
       "7040                    0                        1                  0   \n",
       "7041                    0                        1                  0   \n",
       "7042                    1                        0                  0   \n",
       "\n",
       "      Contract_Two year  PaperlessBilling_No  PaperlessBilling_Yes  \\\n",
       "0                     0                    0                     1   \n",
       "1                     0                    1                     0   \n",
       "2                     0                    0                     1   \n",
       "3                     0                    1                     0   \n",
       "4                     0                    0                     1   \n",
       "...                 ...                  ...                   ...   \n",
       "7038                  0                    0                     1   \n",
       "7039                  0                    0                     1   \n",
       "7040                  0                    0                     1   \n",
       "7041                  0                    0                     1   \n",
       "7042                  1                    0                     1   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           1   \n",
       "4                                           0   \n",
       "...                                       ...   \n",
       "7038                                        0   \n",
       "7039                                        0   \n",
       "7040                                        0   \n",
       "7041                                        0   \n",
       "7042                                        1   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                         0                               1   \n",
       "1                                         0                               0   \n",
       "2                                         0                               0   \n",
       "3                                         0                               0   \n",
       "4                                         0                               1   \n",
       "...                                     ...                             ...   \n",
       "7038                                      0                               0   \n",
       "7039                                      1                               0   \n",
       "7040                                      0                               1   \n",
       "7041                                      0                               0   \n",
       "7042                                      0                               0   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "0                              0  \n",
       "1                              1  \n",
       "2                              1  \n",
       "3                              0  \n",
       "4                              0  \n",
       "...                          ...  \n",
       "7038                           1  \n",
       "7039                           0  \n",
       "7040                           0  \n",
       "7041                           1  \n",
       "7042                           0  \n",
       "\n",
       "[7032 rows x 46 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "do_dummy_cols = ['gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines',\n",
    "       'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection',\n",
    "       'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract',\n",
    "       'PaperlessBilling', 'PaymentMethod']\n",
    "model_df = df.copy()\n",
    "model_df['Churn'].replace(to_replace='Yes', value=1, inplace=True)\n",
    "model_df['Churn'].replace(to_replace='No',  value=0, inplace=True)\n",
    "model_df = pd.get_dummies(model_df, columns=do_dummy_cols)\n",
    "model_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "cbc32ff1-2d6a-4019-b179-e57609c4c25d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>tenure</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "      <th>gender_Female</th>\n",
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       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
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       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7032 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SeniorCitizen  tenure  MonthlyCharges  TotalCharges  Churn  \\\n",
       "0               0.0     1.0           29.85         29.85      0   \n",
       "1               0.0    34.0           56.95       1889.50      0   \n",
       "2               0.0     2.0           53.85        108.15      1   \n",
       "3               0.0    45.0           42.30       1840.75      0   \n",
       "4               0.0     2.0           70.70        151.65      1   \n",
       "...             ...     ...             ...           ...    ...   \n",
       "7038            0.0    24.0           84.80       1990.50      0   \n",
       "7039            0.0    72.0          103.20       7362.90      0   \n",
       "7040            0.0    11.0           29.60        346.45      0   \n",
       "7041            1.0     4.0           74.40        306.60      1   \n",
       "7042            0.0    66.0          105.65       6844.50      0   \n",
       "\n",
       "      gender_Female  gender_Male  Partner_No  Partner_Yes  Dependents_No  ...  \\\n",
       "0                 1            0           0            1              1  ...   \n",
       "1                 0            1           1            0              1  ...   \n",
       "2                 0            1           1            0              1  ...   \n",
       "3                 0            1           1            0              1  ...   \n",
       "4                 1            0           1            0              1  ...   \n",
       "...             ...          ...         ...          ...            ...  ...   \n",
       "7038              0            1           0            1              0  ...   \n",
       "7039              1            0           0            1              0  ...   \n",
       "7040              1            0           0            1              0  ...   \n",
       "7041              0            1           0            1              1  ...   \n",
       "7042              0            1           1            0              1  ...   \n",
       "\n",
       "      StreamingMovies_Yes  Contract_Month-to-month  Contract_One year  \\\n",
       "0                       0                        1                  0   \n",
       "1                       0                        0                  1   \n",
       "2                       0                        1                  0   \n",
       "3                       0                        0                  1   \n",
       "4                       0                        1                  0   \n",
       "...                   ...                      ...                ...   \n",
       "7038                    1                        0                  1   \n",
       "7039                    1                        0                  1   \n",
       "7040                    0                        1                  0   \n",
       "7041                    0                        1                  0   \n",
       "7042                    1                        0                  0   \n",
       "\n",
       "      Contract_Two year  PaperlessBilling_No  PaperlessBilling_Yes  \\\n",
       "0                     0                    0                     1   \n",
       "1                     0                    1                     0   \n",
       "2                     0                    0                     1   \n",
       "3                     0                    1                     0   \n",
       "4                     0                    0                     1   \n",
       "...                 ...                  ...                   ...   \n",
       "7038                  0                    0                     1   \n",
       "7039                  0                    0                     1   \n",
       "7040                  0                    0                     1   \n",
       "7041                  0                    0                     1   \n",
       "7042                  1                    0                     1   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           1   \n",
       "4                                           0   \n",
       "...                                       ...   \n",
       "7038                                        0   \n",
       "7039                                        0   \n",
       "7040                                        0   \n",
       "7041                                        0   \n",
       "7042                                        1   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                         0                               1   \n",
       "1                                         0                               0   \n",
       "2                                         0                               0   \n",
       "3                                         0                               0   \n",
       "4                                         0                               1   \n",
       "...                                     ...                             ...   \n",
       "7038                                      0                               0   \n",
       "7039                                      1                               0   \n",
       "7040                                      0                               1   \n",
       "7041                                      0                               0   \n",
       "7042                                      0                               0   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "0                              0  \n",
       "1                              1  \n",
       "2                              1  \n",
       "3                              0  \n",
       "4                              0  \n",
       "...                          ...  \n",
       "7038                           1  \n",
       "7039                           0  \n",
       "7040                           0  \n",
       "7041                           1  \n",
       "7042                           0  \n",
       "\n",
       "[7032 rows x 46 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "24deffbe-6f5f-4685-8662-acfc840963ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.162400</td>\n",
       "      <td>0.368844</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>32.421786</td>\n",
       "      <td>24.545260</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>55.0000</td>\n",
       "      <td>72.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>64.798208</td>\n",
       "      <td>30.085974</td>\n",
       "      <td>18.25</td>\n",
       "      <td>35.5875</td>\n",
       "      <td>70.350</td>\n",
       "      <td>89.8625</td>\n",
       "      <td>118.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>2283.300441</td>\n",
       "      <td>2266.771362</td>\n",
       "      <td>18.80</td>\n",
       "      <td>401.4500</td>\n",
       "      <td>1397.475</td>\n",
       "      <td>3794.7375</td>\n",
       "      <td>8684.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Churn</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.265785</td>\n",
       "      <td>0.441782</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Female</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.495307</td>\n",
       "      <td>0.500014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Male</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.504693</td>\n",
       "      <td>0.500014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.517491</td>\n",
       "      <td>0.499729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.482509</td>\n",
       "      <td>0.499729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.701507</td>\n",
       "      <td>0.457629</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.298493</td>\n",
       "      <td>0.457629</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.096701</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.903299</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.481371</td>\n",
       "      <td>0.499688</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.096701</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.421928</td>\n",
       "      <td>0.493902</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343572</td>\n",
       "      <td>0.474934</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.440273</td>\n",
       "      <td>0.496455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.497298</td>\n",
       "      <td>0.500028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.286547</td>\n",
       "      <td>0.452180</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.438993</td>\n",
       "      <td>0.496300</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.344852</td>\n",
       "      <td>0.475354</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.439989</td>\n",
       "      <td>0.496421</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343857</td>\n",
       "      <td>0.475028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.493743</td>\n",
       "      <td>0.499996</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.290102</td>\n",
       "      <td>0.453842</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.399460</td>\n",
       "      <td>0.489822</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.384386</td>\n",
       "      <td>0.486484</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.395478</td>\n",
       "      <td>0.488988</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.388367</td>\n",
       "      <td>0.487414</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.551052</td>\n",
       "      <td>0.497422</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_One year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.209329</td>\n",
       "      <td>0.406858</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Two year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.239619</td>\n",
       "      <td>0.426881</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.407281</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.592719</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.219283</td>\n",
       "      <td>0.413790</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216297</td>\n",
       "      <td>0.411748</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.336320</td>\n",
       "      <td>0.472483</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.228100</td>\n",
       "      <td>0.419637</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          count         mean          std  \\\n",
       "SeniorCitizen                            7032.0     0.162400     0.368844   \n",
       "tenure                                   7032.0    32.421786    24.545260   \n",
       "MonthlyCharges                           7032.0    64.798208    30.085974   \n",
       "TotalCharges                             7032.0  2283.300441  2266.771362   \n",
       "Churn                                    7032.0     0.265785     0.441782   \n",
       "gender_Female                            7032.0     0.495307     0.500014   \n",
       "gender_Male                              7032.0     0.504693     0.500014   \n",
       "Partner_No                               7032.0     0.517491     0.499729   \n",
       "Partner_Yes                              7032.0     0.482509     0.499729   \n",
       "Dependents_No                            7032.0     0.701507     0.457629   \n",
       "Dependents_Yes                           7032.0     0.298493     0.457629   \n",
       "PhoneService_No                          7032.0     0.096701     0.295571   \n",
       "PhoneService_Yes                         7032.0     0.903299     0.295571   \n",
       "MultipleLines_No                         7032.0     0.481371     0.499688   \n",
       "MultipleLines_No phone service           7032.0     0.096701     0.295571   \n",
       "MultipleLines_Yes                        7032.0     0.421928     0.493902   \n",
       "InternetService_DSL                      7032.0     0.343572     0.474934   \n",
       "InternetService_Fiber optic              7032.0     0.440273     0.496455   \n",
       "InternetService_No                       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_No                        7032.0     0.497298     0.500028   \n",
       "OnlineSecurity_No internet service       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_Yes                       7032.0     0.286547     0.452180   \n",
       "OnlineBackup_No                          7032.0     0.438993     0.496300   \n",
       "OnlineBackup_No internet service         7032.0     0.216155     0.411650   \n",
       "OnlineBackup_Yes                         7032.0     0.344852     0.475354   \n",
       "DeviceProtection_No                      7032.0     0.439989     0.496421   \n",
       "DeviceProtection_No internet service     7032.0     0.216155     0.411650   \n",
       "DeviceProtection_Yes                     7032.0     0.343857     0.475028   \n",
       "TechSupport_No                           7032.0     0.493743     0.499996   \n",
       "TechSupport_No internet service          7032.0     0.216155     0.411650   \n",
       "TechSupport_Yes                          7032.0     0.290102     0.453842   \n",
       "StreamingTV_No                           7032.0     0.399460     0.489822   \n",
       "StreamingTV_No internet service          7032.0     0.216155     0.411650   \n",
       "StreamingTV_Yes                          7032.0     0.384386     0.486484   \n",
       "StreamingMovies_No                       7032.0     0.395478     0.488988   \n",
       "StreamingMovies_No internet service      7032.0     0.216155     0.411650   \n",
       "StreamingMovies_Yes                      7032.0     0.388367     0.487414   \n",
       "Contract_Month-to-month                  7032.0     0.551052     0.497422   \n",
       "Contract_One year                        7032.0     0.209329     0.406858   \n",
       "Contract_Two year                        7032.0     0.239619     0.426881   \n",
       "PaperlessBilling_No                      7032.0     0.407281     0.491363   \n",
       "PaperlessBilling_Yes                     7032.0     0.592719     0.491363   \n",
       "PaymentMethod_Bank transfer (automatic)  7032.0     0.219283     0.413790   \n",
       "PaymentMethod_Credit card (automatic)    7032.0     0.216297     0.411748   \n",
       "PaymentMethod_Electronic check           7032.0     0.336320     0.472483   \n",
       "PaymentMethod_Mailed check               7032.0     0.228100     0.419637   \n",
       "\n",
       "                                           min       25%       50%        75%  \\\n",
       "SeniorCitizen                             0.00    0.0000     0.000     0.0000   \n",
       "tenure                                    1.00    9.0000    29.000    55.0000   \n",
       "MonthlyCharges                           18.25   35.5875    70.350    89.8625   \n",
       "TotalCharges                             18.80  401.4500  1397.475  3794.7375   \n",
       "Churn                                     0.00    0.0000     0.000     1.0000   \n",
       "gender_Female                             0.00    0.0000     0.000     1.0000   \n",
       "gender_Male                               0.00    0.0000     1.000     1.0000   \n",
       "Partner_No                                0.00    0.0000     1.000     1.0000   \n",
       "Partner_Yes                               0.00    0.0000     0.000     1.0000   \n",
       "Dependents_No                             0.00    0.0000     1.000     1.0000   \n",
       "Dependents_Yes                            0.00    0.0000     0.000     1.0000   \n",
       "PhoneService_No                           0.00    0.0000     0.000     0.0000   \n",
       "PhoneService_Yes                          0.00    1.0000     1.000     1.0000   \n",
       "MultipleLines_No                          0.00    0.0000     0.000     1.0000   \n",
       "MultipleLines_No phone service            0.00    0.0000     0.000     0.0000   \n",
       "MultipleLines_Yes                         0.00    0.0000     0.000     1.0000   \n",
       "InternetService_DSL                       0.00    0.0000     0.000     1.0000   \n",
       "InternetService_Fiber optic               0.00    0.0000     0.000     1.0000   \n",
       "InternetService_No                        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_No                         0.00    0.0000     0.000     1.0000   \n",
       "OnlineSecurity_No internet service        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_Yes                        0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No                           0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No internet service          0.00    0.0000     0.000     0.0000   \n",
       "OnlineBackup_Yes                          0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No                       0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No internet service      0.00    0.0000     0.000     0.0000   \n",
       "DeviceProtection_Yes                      0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No                            0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "TechSupport_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No                            0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "StreamingTV_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No                        0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No internet service       0.00    0.0000     0.000     0.0000   \n",
       "StreamingMovies_Yes                       0.00    0.0000     0.000     1.0000   \n",
       "Contract_Month-to-month                   0.00    0.0000     1.000     1.0000   \n",
       "Contract_One year                         0.00    0.0000     0.000     0.0000   \n",
       "Contract_Two year                         0.00    0.0000     0.000     0.0000   \n",
       "PaperlessBilling_No                       0.00    0.0000     0.000     1.0000   \n",
       "PaperlessBilling_Yes                      0.00    0.0000     1.000     1.0000   \n",
       "PaymentMethod_Bank transfer (automatic)   0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Credit card (automatic)     0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Electronic check            0.00    0.0000     0.000     1.0000   \n",
       "PaymentMethod_Mailed check                0.00    0.0000     0.000     0.0000   \n",
       "\n",
       "                                             max  \n",
       "SeniorCitizen                               1.00  \n",
       "tenure                                     72.00  \n",
       "MonthlyCharges                            118.75  \n",
       "TotalCharges                             8684.80  \n",
       "Churn                                       1.00  \n",
       "gender_Female                               1.00  \n",
       "gender_Male                                 1.00  \n",
       "Partner_No                                  1.00  \n",
       "Partner_Yes                                 1.00  \n",
       "Dependents_No                               1.00  \n",
       "Dependents_Yes                              1.00  \n",
       "PhoneService_No                             1.00  \n",
       "PhoneService_Yes                            1.00  \n",
       "MultipleLines_No                            1.00  \n",
       "MultipleLines_No phone service              1.00  \n",
       "MultipleLines_Yes                           1.00  \n",
       "InternetService_DSL                         1.00  \n",
       "InternetService_Fiber optic                 1.00  \n",
       "InternetService_No                          1.00  \n",
       "OnlineSecurity_No                           1.00  \n",
       "OnlineSecurity_No internet service          1.00  \n",
       "OnlineSecurity_Yes                          1.00  \n",
       "OnlineBackup_No                             1.00  \n",
       "OnlineBackup_No internet service            1.00  \n",
       "OnlineBackup_Yes                            1.00  \n",
       "DeviceProtection_No                         1.00  \n",
       "DeviceProtection_No internet service        1.00  \n",
       "DeviceProtection_Yes                        1.00  \n",
       "TechSupport_No                              1.00  \n",
       "TechSupport_No internet service             1.00  \n",
       "TechSupport_Yes                             1.00  \n",
       "StreamingTV_No                              1.00  \n",
       "StreamingTV_No internet service             1.00  \n",
       "StreamingTV_Yes                             1.00  \n",
       "StreamingMovies_No                          1.00  \n",
       "StreamingMovies_No internet service         1.00  \n",
       "StreamingMovies_Yes                         1.00  \n",
       "Contract_Month-to-month                     1.00  \n",
       "Contract_One year                           1.00  \n",
       "Contract_Two year                           1.00  \n",
       "PaperlessBilling_No                         1.00  \n",
       "PaperlessBilling_Yes                        1.00  \n",
       "PaymentMethod_Bank transfer (automatic)     1.00  \n",
       "PaymentMethod_Credit card (automatic)       1.00  \n",
       "PaymentMethod_Electronic check              1.00  \n",
       "PaymentMethod_Mailed check                  1.00  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "1f262c7f-0437-4b65-9827-ab4f893aeb8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_df.drop(columns=['tenure'], inplace=True)\n",
    "y = model_df['Churn']\n",
    "X = model_df.drop(columns=['Churn'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "72a9a2c4-49de-4174-8056-e76372115cc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.162400</td>\n",
       "      <td>0.368844</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>64.798208</td>\n",
       "      <td>30.085974</td>\n",
       "      <td>18.25</td>\n",
       "      <td>35.5875</td>\n",
       "      <td>70.350</td>\n",
       "      <td>89.8625</td>\n",
       "      <td>118.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>2283.300441</td>\n",
       "      <td>2266.771362</td>\n",
       "      <td>18.80</td>\n",
       "      <td>401.4500</td>\n",
       "      <td>1397.475</td>\n",
       "      <td>3794.7375</td>\n",
       "      <td>8684.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Churn</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.265785</td>\n",
       "      <td>0.441782</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Female</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.495307</td>\n",
       "      <td>0.500014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Male</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.504693</td>\n",
       "      <td>0.500014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.517491</td>\n",
       "      <td>0.499729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.482509</td>\n",
       "      <td>0.499729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.701507</td>\n",
       "      <td>0.457629</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.298493</td>\n",
       "      <td>0.457629</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.096701</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.903299</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.481371</td>\n",
       "      <td>0.499688</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.096701</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.421928</td>\n",
       "      <td>0.493902</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343572</td>\n",
       "      <td>0.474934</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.440273</td>\n",
       "      <td>0.496455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.497298</td>\n",
       "      <td>0.500028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.286547</td>\n",
       "      <td>0.452180</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.438993</td>\n",
       "      <td>0.496300</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.344852</td>\n",
       "      <td>0.475354</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.439989</td>\n",
       "      <td>0.496421</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343857</td>\n",
       "      <td>0.475028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.493743</td>\n",
       "      <td>0.499996</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.290102</td>\n",
       "      <td>0.453842</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.399460</td>\n",
       "      <td>0.489822</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.384386</td>\n",
       "      <td>0.486484</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.395478</td>\n",
       "      <td>0.488988</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.388367</td>\n",
       "      <td>0.487414</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.551052</td>\n",
       "      <td>0.497422</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_One year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.209329</td>\n",
       "      <td>0.406858</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Two year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.239619</td>\n",
       "      <td>0.426881</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.407281</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.592719</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.219283</td>\n",
       "      <td>0.413790</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216297</td>\n",
       "      <td>0.411748</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.336320</td>\n",
       "      <td>0.472483</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.228100</td>\n",
       "      <td>0.419637</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          count         mean          std  \\\n",
       "SeniorCitizen                            7032.0     0.162400     0.368844   \n",
       "MonthlyCharges                           7032.0    64.798208    30.085974   \n",
       "TotalCharges                             7032.0  2283.300441  2266.771362   \n",
       "Churn                                    7032.0     0.265785     0.441782   \n",
       "gender_Female                            7032.0     0.495307     0.500014   \n",
       "gender_Male                              7032.0     0.504693     0.500014   \n",
       "Partner_No                               7032.0     0.517491     0.499729   \n",
       "Partner_Yes                              7032.0     0.482509     0.499729   \n",
       "Dependents_No                            7032.0     0.701507     0.457629   \n",
       "Dependents_Yes                           7032.0     0.298493     0.457629   \n",
       "PhoneService_No                          7032.0     0.096701     0.295571   \n",
       "PhoneService_Yes                         7032.0     0.903299     0.295571   \n",
       "MultipleLines_No                         7032.0     0.481371     0.499688   \n",
       "MultipleLines_No phone service           7032.0     0.096701     0.295571   \n",
       "MultipleLines_Yes                        7032.0     0.421928     0.493902   \n",
       "InternetService_DSL                      7032.0     0.343572     0.474934   \n",
       "InternetService_Fiber optic              7032.0     0.440273     0.496455   \n",
       "InternetService_No                       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_No                        7032.0     0.497298     0.500028   \n",
       "OnlineSecurity_No internet service       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_Yes                       7032.0     0.286547     0.452180   \n",
       "OnlineBackup_No                          7032.0     0.438993     0.496300   \n",
       "OnlineBackup_No internet service         7032.0     0.216155     0.411650   \n",
       "OnlineBackup_Yes                         7032.0     0.344852     0.475354   \n",
       "DeviceProtection_No                      7032.0     0.439989     0.496421   \n",
       "DeviceProtection_No internet service     7032.0     0.216155     0.411650   \n",
       "DeviceProtection_Yes                     7032.0     0.343857     0.475028   \n",
       "TechSupport_No                           7032.0     0.493743     0.499996   \n",
       "TechSupport_No internet service          7032.0     0.216155     0.411650   \n",
       "TechSupport_Yes                          7032.0     0.290102     0.453842   \n",
       "StreamingTV_No                           7032.0     0.399460     0.489822   \n",
       "StreamingTV_No internet service          7032.0     0.216155     0.411650   \n",
       "StreamingTV_Yes                          7032.0     0.384386     0.486484   \n",
       "StreamingMovies_No                       7032.0     0.395478     0.488988   \n",
       "StreamingMovies_No internet service      7032.0     0.216155     0.411650   \n",
       "StreamingMovies_Yes                      7032.0     0.388367     0.487414   \n",
       "Contract_Month-to-month                  7032.0     0.551052     0.497422   \n",
       "Contract_One year                        7032.0     0.209329     0.406858   \n",
       "Contract_Two year                        7032.0     0.239619     0.426881   \n",
       "PaperlessBilling_No                      7032.0     0.407281     0.491363   \n",
       "PaperlessBilling_Yes                     7032.0     0.592719     0.491363   \n",
       "PaymentMethod_Bank transfer (automatic)  7032.0     0.219283     0.413790   \n",
       "PaymentMethod_Credit card (automatic)    7032.0     0.216297     0.411748   \n",
       "PaymentMethod_Electronic check           7032.0     0.336320     0.472483   \n",
       "PaymentMethod_Mailed check               7032.0     0.228100     0.419637   \n",
       "\n",
       "                                           min       25%       50%        75%  \\\n",
       "SeniorCitizen                             0.00    0.0000     0.000     0.0000   \n",
       "MonthlyCharges                           18.25   35.5875    70.350    89.8625   \n",
       "TotalCharges                             18.80  401.4500  1397.475  3794.7375   \n",
       "Churn                                     0.00    0.0000     0.000     1.0000   \n",
       "gender_Female                             0.00    0.0000     0.000     1.0000   \n",
       "gender_Male                               0.00    0.0000     1.000     1.0000   \n",
       "Partner_No                                0.00    0.0000     1.000     1.0000   \n",
       "Partner_Yes                               0.00    0.0000     0.000     1.0000   \n",
       "Dependents_No                             0.00    0.0000     1.000     1.0000   \n",
       "Dependents_Yes                            0.00    0.0000     0.000     1.0000   \n",
       "PhoneService_No                           0.00    0.0000     0.000     0.0000   \n",
       "PhoneService_Yes                          0.00    1.0000     1.000     1.0000   \n",
       "MultipleLines_No                          0.00    0.0000     0.000     1.0000   \n",
       "MultipleLines_No phone service            0.00    0.0000     0.000     0.0000   \n",
       "MultipleLines_Yes                         0.00    0.0000     0.000     1.0000   \n",
       "InternetService_DSL                       0.00    0.0000     0.000     1.0000   \n",
       "InternetService_Fiber optic               0.00    0.0000     0.000     1.0000   \n",
       "InternetService_No                        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_No                         0.00    0.0000     0.000     1.0000   \n",
       "OnlineSecurity_No internet service        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_Yes                        0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No                           0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No internet service          0.00    0.0000     0.000     0.0000   \n",
       "OnlineBackup_Yes                          0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No                       0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No internet service      0.00    0.0000     0.000     0.0000   \n",
       "DeviceProtection_Yes                      0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No                            0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "TechSupport_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No                            0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "StreamingTV_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No                        0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No internet service       0.00    0.0000     0.000     0.0000   \n",
       "StreamingMovies_Yes                       0.00    0.0000     0.000     1.0000   \n",
       "Contract_Month-to-month                   0.00    0.0000     1.000     1.0000   \n",
       "Contract_One year                         0.00    0.0000     0.000     0.0000   \n",
       "Contract_Two year                         0.00    0.0000     0.000     0.0000   \n",
       "PaperlessBilling_No                       0.00    0.0000     0.000     1.0000   \n",
       "PaperlessBilling_Yes                      0.00    0.0000     1.000     1.0000   \n",
       "PaymentMethod_Bank transfer (automatic)   0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Credit card (automatic)     0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Electronic check            0.00    0.0000     0.000     1.0000   \n",
       "PaymentMethod_Mailed check                0.00    0.0000     0.000     0.0000   \n",
       "\n",
       "                                             max  \n",
       "SeniorCitizen                               1.00  \n",
       "MonthlyCharges                            118.75  \n",
       "TotalCharges                             8684.80  \n",
       "Churn                                       1.00  \n",
       "gender_Female                               1.00  \n",
       "gender_Male                                 1.00  \n",
       "Partner_No                                  1.00  \n",
       "Partner_Yes                                 1.00  \n",
       "Dependents_No                               1.00  \n",
       "Dependents_Yes                              1.00  \n",
       "PhoneService_No                             1.00  \n",
       "PhoneService_Yes                            1.00  \n",
       "MultipleLines_No                            1.00  \n",
       "MultipleLines_No phone service              1.00  \n",
       "MultipleLines_Yes                           1.00  \n",
       "InternetService_DSL                         1.00  \n",
       "InternetService_Fiber optic                 1.00  \n",
       "InternetService_No                          1.00  \n",
       "OnlineSecurity_No                           1.00  \n",
       "OnlineSecurity_No internet service          1.00  \n",
       "OnlineSecurity_Yes                          1.00  \n",
       "OnlineBackup_No                             1.00  \n",
       "OnlineBackup_No internet service            1.00  \n",
       "OnlineBackup_Yes                            1.00  \n",
       "DeviceProtection_No                         1.00  \n",
       "DeviceProtection_No internet service        1.00  \n",
       "DeviceProtection_Yes                        1.00  \n",
       "TechSupport_No                              1.00  \n",
       "TechSupport_No internet service             1.00  \n",
       "TechSupport_Yes                             1.00  \n",
       "StreamingTV_No                              1.00  \n",
       "StreamingTV_No internet service             1.00  \n",
       "StreamingTV_Yes                             1.00  \n",
       "StreamingMovies_No                          1.00  \n",
       "StreamingMovies_No internet service         1.00  \n",
       "StreamingMovies_Yes                         1.00  \n",
       "Contract_Month-to-month                     1.00  \n",
       "Contract_One year                           1.00  \n",
       "Contract_Two year                           1.00  \n",
       "PaperlessBilling_No                         1.00  \n",
       "PaperlessBilling_Yes                        1.00  \n",
       "PaymentMethod_Bank transfer (automatic)     1.00  \n",
       "PaymentMethod_Credit card (automatic)       1.00  \n",
       "PaymentMethod_Electronic check              1.00  \n",
       "PaymentMethod_Mailed check                  1.00  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a2e4a2e-52d0-48b7-b1da-0c4ab01d3746",
   "metadata": {},
   "source": [
    "**F. Split the data into 80% train and 20% test.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c81b4418-366b-4049-83fb-baaa7083fb7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Churn                                      1.000000\n",
       "Contract_Month-to-month                    0.404565\n",
       "OnlineSecurity_No                          0.342235\n",
       "TechSupport_No                             0.336877\n",
       "InternetService_Fiber optic                0.307463\n",
       "PaymentMethod_Electronic check             0.301455\n",
       "OnlineBackup_No                            0.267595\n",
       "DeviceProtection_No                        0.252056\n",
       "MonthlyCharges                             0.192858\n",
       "PaperlessBilling_Yes                       0.191454\n",
       "Dependents_No                              0.163128\n",
       "SeniorCitizen                              0.150541\n",
       "Partner_No                                 0.149982\n",
       "StreamingMovies_No                         0.130920\n",
       "StreamingTV_No                             0.128435\n",
       "StreamingTV_Yes                            0.063254\n",
       "StreamingMovies_Yes                        0.060860\n",
       "MultipleLines_Yes                          0.040033\n",
       "PhoneService_Yes                           0.011691\n",
       "gender_Female                              0.008545\n",
       "gender_Male                               -0.008545\n",
       "PhoneService_No                           -0.011691\n",
       "MultipleLines_No phone service            -0.011691\n",
       "MultipleLines_No                          -0.032654\n",
       "DeviceProtection_Yes                      -0.066193\n",
       "OnlineBackup_Yes                          -0.082307\n",
       "PaymentMethod_Mailed check                -0.090773\n",
       "PaymentMethod_Bank transfer (automatic)   -0.118136\n",
       "InternetService_DSL                       -0.124141\n",
       "PaymentMethod_Credit card (automatic)     -0.134687\n",
       "Partner_Yes                               -0.149982\n",
       "Dependents_Yes                            -0.163128\n",
       "TechSupport_Yes                           -0.164716\n",
       "OnlineSecurity_Yes                        -0.171270\n",
       "Contract_One year                         -0.178225\n",
       "PaperlessBilling_No                       -0.191454\n",
       "TotalCharges                              -0.199484\n",
       "DeviceProtection_No internet service      -0.227578\n",
       "TechSupport_No internet service           -0.227578\n",
       "StreamingMovies_No internet service       -0.227578\n",
       "InternetService_No                        -0.227578\n",
       "OnlineSecurity_No internet service        -0.227578\n",
       "StreamingTV_No internet service           -0.227578\n",
       "OnlineBackup_No internet service          -0.227578\n",
       "Contract_Two year                         -0.301552\n",
       "Name: Churn, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_corr = model_df.corr()['Churn'].sort_values(ascending=False)\n",
    "feature_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "29e3dc4d-b80a-47ce-88cb-f1fbd2a77866",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "      <th>gender_Female</th>\n",
       "      <th>gender_Male</th>\n",
       "      <th>Partner_No</th>\n",
       "      <th>Partner_Yes</th>\n",
       "      <th>Dependents_No</th>\n",
       "      <th>Dependents_Yes</th>\n",
       "      <th>...</th>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaperlessBilling_No</th>\n",
       "      <th>PaperlessBilling_Yes</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <td>6844.50</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>7032 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SeniorCitizen  MonthlyCharges  TotalCharges  Churn  gender_Female  \\\n",
       "0               0.0           29.85         29.85      0              1   \n",
       "1               0.0           56.95       1889.50      0              0   \n",
       "2               0.0           53.85        108.15      1              0   \n",
       "3               0.0           42.30       1840.75      0              0   \n",
       "4               0.0           70.70        151.65      1              1   \n",
       "...             ...             ...           ...    ...            ...   \n",
       "7038            0.0           84.80       1990.50      0              0   \n",
       "7039            0.0          103.20       7362.90      0              1   \n",
       "7040            0.0           29.60        346.45      0              1   \n",
       "7041            1.0           74.40        306.60      1              0   \n",
       "7042            0.0          105.65       6844.50      0              0   \n",
       "\n",
       "      gender_Male  Partner_No  Partner_Yes  Dependents_No  Dependents_Yes  \\\n",
       "0               0           0            1              1               0   \n",
       "1               1           1            0              1               0   \n",
       "2               1           1            0              1               0   \n",
       "3               1           1            0              1               0   \n",
       "4               0           1            0              1               0   \n",
       "...           ...         ...          ...            ...             ...   \n",
       "7038            1           0            1              0               1   \n",
       "7039            0           0            1              0               1   \n",
       "7040            0           0            1              0               1   \n",
       "7041            1           0            1              1               0   \n",
       "7042            1           1            0              1               0   \n",
       "\n",
       "      ...  StreamingMovies_Yes  Contract_Month-to-month  Contract_One year  \\\n",
       "0     ...                    0                        1                  0   \n",
       "1     ...                    0                        0                  1   \n",
       "2     ...                    0                        1                  0   \n",
       "3     ...                    0                        0                  1   \n",
       "4     ...                    0                        1                  0   \n",
       "...   ...                  ...                      ...                ...   \n",
       "7038  ...                    1                        0                  1   \n",
       "7039  ...                    1                        0                  1   \n",
       "7040  ...                    0                        1                  0   \n",
       "7041  ...                    0                        1                  0   \n",
       "7042  ...                    1                        0                  0   \n",
       "\n",
       "      Contract_Two year  PaperlessBilling_No  PaperlessBilling_Yes  \\\n",
       "0                     0                    0                     1   \n",
       "1                     0                    1                     0   \n",
       "2                     0                    0                     1   \n",
       "3                     0                    1                     0   \n",
       "4                     0                    0                     1   \n",
       "...                 ...                  ...                   ...   \n",
       "7038                  0                    0                     1   \n",
       "7039                  0                    0                     1   \n",
       "7040                  0                    0                     1   \n",
       "7041                  0                    0                     1   \n",
       "7042                  1                    0                     1   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           1   \n",
       "4                                           0   \n",
       "...                                       ...   \n",
       "7038                                        0   \n",
       "7039                                        0   \n",
       "7040                                        0   \n",
       "7041                                        0   \n",
       "7042                                        1   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                         0                               1   \n",
       "1                                         0                               0   \n",
       "2                                         0                               0   \n",
       "3                                         0                               0   \n",
       "4                                         0                               1   \n",
       "...                                     ...                             ...   \n",
       "7038                                      0                               0   \n",
       "7039                                      1                               0   \n",
       "7040                                      0                               1   \n",
       "7041                                      0                               0   \n",
       "7042                                      0                               0   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "0                              0  \n",
       "1                              1  \n",
       "2                              1  \n",
       "3                              0  \n",
       "4                              0  \n",
       "...                          ...  \n",
       "7038                           1  \n",
       "7039                           0  \n",
       "7040                           0  \n",
       "7041                           1  \n",
       "7042                           0  \n",
       "\n",
       "[7032 rows x 45 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9a5efac6-aab1-4cf8-99bc-35716743dd83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['SeniorCitizen', 'MonthlyCharges', 'TotalCharges', 'Churn',\n",
       "       'gender_Female', 'gender_Male', 'Partner_No', 'Partner_Yes',\n",
       "       'Dependents_No', 'Dependents_Yes', 'PhoneService_No',\n",
       "       'PhoneService_Yes', 'MultipleLines_No',\n",
       "       'MultipleLines_No phone service', 'MultipleLines_Yes',\n",
       "       'InternetService_DSL', 'InternetService_Fiber optic',\n",
       "       'InternetService_No', 'OnlineSecurity_No',\n",
       "       'OnlineSecurity_No internet service', 'OnlineSecurity_Yes',\n",
       "       'OnlineBackup_No', 'OnlineBackup_No internet service',\n",
       "       'OnlineBackup_Yes', 'DeviceProtection_No',\n",
       "       'DeviceProtection_No internet service', 'DeviceProtection_Yes',\n",
       "       'TechSupport_No', 'TechSupport_No internet service', 'TechSupport_Yes',\n",
       "       'StreamingTV_No', 'StreamingTV_No internet service', 'StreamingTV_Yes',\n",
       "       'StreamingMovies_No', 'StreamingMovies_No internet service',\n",
       "       'StreamingMovies_Yes', 'Contract_Month-to-month', 'Contract_One year',\n",
       "       'Contract_Two year', 'PaperlessBilling_No', 'PaperlessBilling_Yes',\n",
       "       'PaymentMethod_Bank transfer (automatic)',\n",
       "       'PaymentMethod_Credit card (automatic)',\n",
       "       'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "7f228db2-b38a-4651-846c-677490792195",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['tenure'] not found in axis\"",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Input \u001b[1;32mIn [58]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mmodel_df\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtenure\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m      2\u001b[0m y \u001b[38;5;241m=\u001b[39m model_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mChurn\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m      3\u001b[0m X \u001b[38;5;241m=\u001b[39m model_df\u001b[38;5;241m.\u001b[39mdrop(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mChurn\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:311\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    305\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[0;32m    306\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m    307\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39marguments),\n\u001b[0;32m    308\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m    309\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mstacklevel,\n\u001b[0;32m    310\u001b[0m     )\n\u001b[1;32m--> 311\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4954\u001b[0m, in \u001b[0;36mDataFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   4806\u001b[0m \u001b[38;5;129m@deprecate_nonkeyword_arguments\u001b[39m(version\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, allowed_args\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mself\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlabels\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m   4807\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdrop\u001b[39m(\n\u001b[0;32m   4808\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4815\u001b[0m     errors: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m   4816\u001b[0m ):\n\u001b[0;32m   4817\u001b[0m     \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   4818\u001b[0m \u001b[38;5;124;03m    Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[0;32m   4819\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4952\u001b[0m \u001b[38;5;124;03m            weight  1.0     0.8\u001b[39;00m\n\u001b[0;32m   4953\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4954\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   4955\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4956\u001b[0m \u001b[43m        \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4957\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4958\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4959\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4960\u001b[0m \u001b[43m        \u001b[49m\u001b[43minplace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4961\u001b[0m \u001b[43m        \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   4962\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:4267\u001b[0m, in \u001b[0;36mNDFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   4265\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m axis, labels \u001b[38;5;129;01min\u001b[39;00m axes\u001b[38;5;241m.\u001b[39mitems():\n\u001b[0;32m   4266\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m labels \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 4267\u001b[0m         obj \u001b[38;5;241m=\u001b[39m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_drop_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4269\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inplace:\n\u001b[0;32m   4270\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_inplace(obj)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:4311\u001b[0m, in \u001b[0;36mNDFrame._drop_axis\u001b[1;34m(self, labels, axis, level, errors, consolidate, only_slice)\u001b[0m\n\u001b[0;32m   4309\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mdrop(labels, level\u001b[38;5;241m=\u001b[39mlevel, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[0;32m   4310\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 4311\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m \u001b[43maxis\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4312\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mget_indexer(new_axis)\n\u001b[0;32m   4314\u001b[0m \u001b[38;5;66;03m# Case for non-unique axis\u001b[39;00m\n\u001b[0;32m   4315\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:6644\u001b[0m, in \u001b[0;36mIndex.drop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m   6642\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mask\u001b[38;5;241m.\u001b[39many():\n\u001b[0;32m   6643\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m-> 6644\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(labels[mask])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not found in axis\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   6645\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m indexer[\u001b[38;5;241m~\u001b[39mmask]\n\u001b[0;32m   6646\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdelete(indexer)\n",
      "\u001b[1;31mKeyError\u001b[0m: \"['tenure'] not found in axis\""
     ]
    }
   ],
   "source": [
    "model_df.drop(columns=['tenure'], inplace=True)\n",
    "y = model_df['Churn']\n",
    "X = model_df.drop(columns=['Churn'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a08b867-afeb-4284-94be-730575e3a126",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b17e6f3-7be2-4331-b052-2a7c874f39c0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9efe3166-0c03-4524-95bd-e899cbe47356",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "aaf2571c-817c-4381-b7c0-00fbc09f3224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4130\n",
       "1    1495\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0c4bbfd-6881-428f-a6f6-292738cd9388",
   "metadata": {},
   "source": [
    "**G. Normalize/Standardize the data with the best suitable approach.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "3ab58c87-fb82-4529-b8b9-24c3ed7a568d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "263c984c-54b0-40ea-b3d5-9d18b17c2b38",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = StandardScaler()\n",
    "X_train= sc.fit_transform(X_train)\n",
    "X_test= sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "5553c92b-ca6a-4cd6-969e-fe9bf0830f23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.43931886,  0.98155578,  1.6599004 , ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       [-0.43931886, -0.97154551, -0.56225219, ..., -0.52489066,\n",
       "         1.39630196, -0.5394682 ],\n",
       "       [-0.43931886,  0.83706615,  1.75610395, ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       ...,\n",
       "       [-0.43931886,  0.92674937,  0.47350714, ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       [-0.43931886,  0.02991714, -0.721544  , ..., -0.52489066,\n",
       "        -0.71617747,  1.85367739],\n",
       "       [ 2.27625101,  0.32221802, -0.9787973 , ..., -0.52489066,\n",
       "         1.39630196, -0.5394682 ]])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea5c1a97-9fa8-447a-bbcc-4ae1065413b8",
   "metadata": {},
   "source": [
    "**3. Model building and Improvement:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "bebe6512-44e6-42ea-a4e3-6c97a2e44521",
   "metadata": {},
   "outputs": [],
   "source": [
    "smt = SMOTE(random_state=42)\n",
    "X_train, y_train = smt.fit_resample(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "4edba1c4-f65e-4c7d-9682-238335c82cd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4130\n",
       "1    4130\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82e753c0-8462-4738-8d56-9ff6f5abf31e",
   "metadata": {},
   "source": [
    "**A. Train a model using XGBoost. Also print best performing parameters along with train and test performance.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "191bb9aa-24d6-4fd7-85a1-f8dda1bc0901",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_name = []\n",
    "roc_auc = []\n",
    "f1 = []\n",
    "def model_eval(clf, y_test, y_pred):\n",
    "    print(classification_report(y_test, y_pred))\n",
    "    cm=confusion_matrix(y_test, y_pred, labels=y_test.unique())\n",
    "    disp = ConfusionMatrixDisplay(cm, display_labels=y_test.unique())\n",
    "    disp.plot(cmap='cividis')\n",
    "    m1 = roc_auc_score(y_test, y_pred)\n",
    "    m2 = f1_score(y_test, y_pred)\n",
    "    print('ROC_AUC_Score: {:.04f}'.format(m1))\n",
    "    print('F1 Score: {:.04f}'.format(m2))\n",
    "    clf_name.append(clf)\n",
    "    roc_auc.append(m1)\n",
    "    f1.append(m2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6429fafc-9520-4ea6-95f6-ee31bd0cf155",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[16:59:37] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.67      0.77      1033\n",
      "           1       0.46      0.79      0.59       374\n",
      "\n",
      "    accuracy                           0.70      1407\n",
      "   macro avg       0.68      0.73      0.68      1407\n",
      "weighted avg       0.78      0.70      0.72      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7307\n",
      "F1 Score: 0.5856\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAEGCAYAAADxD4m3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAcLElEQVR4nO3de5xU5Z3n8c+3G2juNwFFQEUXNWDiJWjimCHGS9RcBs3ECY6ZMAlZdQajJrPuiLsbN2aZNZeZaC4kMcaVTYyIURcyJhgHYzCziQhEDKAEIhEQBAFBrg3d/Zs/6rSUprv6HOmiqk5/36/XeVXVqXN5uoEvzznPeZ5HEYGZWR7VVboAZmbl4oAzs9xywJlZbjngzCy3HHBmllvdKl2AYkMGd4/jRjVUuhiWwdqX+1a6CJbBztd2sHfvXh3KMS4+b2Bs2dqUatvFz+5+NCIuPpTzHYqqCrjjRjWw8NFTKl0My+D6fzqn0kWwDO6//95DPsaWrQd4el66f6d1Ry8ccsgnPARVFXBmViNq5PlZB5yZZeeAM7NciprJNwecmWUTiJaW2oiO2iilmVWVlqiNJ8wccGaWkQgHnJnlUuCAM7N8CiDikJ4VPmwccGaWkS9RzSzHmlvqK12EVBxwZpZJhC9RzSy35IAzs/zyPTgzyy3X4MwslyJEc4trcGaWU67BmVluRY3MduCAM7NM3JPBzHLMj4mYWY454MwsnwJa3IpqZnkUiBbX4Mwsr3yJama55YAzs3zyaCJmlld+Ds7McsyNDGaWY7VSg6uNh1nMrKpEKNXSEUkDJf1Y0vOSnpN0tqTBkh6TtCp5HVS0/TRJqyWtlHRRR8d3wJlZJq1DlndGwAF3APMi4mTgVOA54CZgfkSMAeYnn5E0FpgEjAMuBmZIKjk5hAPOzDJriXRLKZL6AxOA7wNExP6I2A5MBGYmm80ELk3eTwRmRURjRKwBVgNnlTqHA87MMhItLXWpFmCIpEVFy1VFBzoeeAX4P5J+K+kuSX2AIyNiI0DyOizZfgSwrmj/9cm6drmRwcwyyfiYyJaIGN/Od92AM4DPRMRTku4guRxtR1snLVlPdA3OzLKJ1vtwHS8dWA+sj4inks8/phB4myQNB0heNxdtP6po/5HAhlIncMCZWWaBUi0ljxHxMrBO0knJqvOBFcBcYHKybjIwJ3k/F5gkqUHSaGAMsLDUOXyJamaZdeJzcJ8B7pXUA3gB+CSFitdsSVOAtcDlhXPGckmzKYRgEzA1IppLHdwBZ2aZdVbARcQzQFv36M5vZ/vpwPS0x3fAmVkmgWhpqY2eDA44M8smXQNCVXDAmVlmtdIX1QFnZpk54MwslwJoqXQhUnLAmVlmrsGZWT4FbkU1s3wKz2xvZnnmx0TMLLdcgzOz3KqRCpwDzsyyCTcydC3bd4r/fFt/lr/QDQnuuvk1ejcEf/+VfuzaK44d3sIPb9lB/z7BYwt7cPN3+rL/APToDl+aupPz3nmg0j9Cl9KtvoXrP7GMbvUt1NUFzzx/BD9bcMzr35/3rpe49IIXmfYvZ7J7b3d69zrAlI+s5Jijd/HUs8P48aPHV7D01cGXqICkiylMKlEP3BURt5XzfJVyw+39uOhd+3lg+g72H4A9+8RFNwziy9fu5L2nH+Duf+3JV+/tza1X7WbIwBbmfGk7Rw9tYdkL9Vzy2UGsm7Ol0j9Cl9LULL7xw3HsP1BPXV0LN3xiGc+tHsQfN/RjYL9GThq9g207ehzcvqmOR355DMOH7WH40D0VLHn1qJVGhrINeJnMdvMt4BJgLHBFMitOrry2Wzy5tAdTPrwXKNTKBvYLVq6tZ8JphZrZhWfu56Ff9gTg9BObOHpo4TnwcaOb2bdfNO6vTNm7LrH/QGEypvq6oL4+Xr+n9JEL1zDn8WPfUEPZf6CeF9b350CTx4dt1YmzapVVOWtwZwGrI+IFAEmzKMyKs6KM5zzsXnipnqEDW/jU9P48u7obZ5zUxO03vMYpxzcx91cNTPzzRn78i56s2/Sn/zgefKKB0088QEOPNg5sZSUFN05ZytBB+3hy0VG8uKEfp4zZxvadDWzY3KfSxat6NVKBK+uQ5almwJF0VeuMO69srb17UU3NsOT33bjmsj0svmcbfXoFX/pBH+66+TVmPNiLMz81mJ17RI/ub9xv+Qv1TJvRl2/fuLMyBe/iIsSX7zqNz399PMcevYujh+3m/ees56cLRnW8cxfX+qBvLdTgyhlwqWbAiYg7I2J8RIwfekT3NnapbiOHtTByaAvvGtcEwF+eu48lv+/Oycc28+jt23n67m1MumAfJ4w4OLLy+s11/OXNA7nnf7zGCSNLjrhsZba3sRur1g7g7Sdu44iB+/jHTy/llqmLGdi/kRunLKVfH98/+BMBLS3plkor5yVq5hlwatFRR7QwalgzK1+s56Rjm3l8cQ/GHtfE5lfFsEFBSwtMn9mHqy4t3JzevlN8+MaBTL96F+e8o/ZqrHnQt/cBmpvF3sZudO/WzEnHbefffj2C/3b7wTmEb5m6mK/e/Q527629/3QPh2qonaVRzoB7GhiTzH7zEjAJ+Osynq9i7vjsTv7mCwPY3wSjj27m7ptf4wfzejLjod4AXPbeRj75wX0AfOvB3qxe343p9/Rh+j2Fez3zbn+VYYNq5a5G7evfdz8f//BqpEAKnnluCMtXDy65zy1TF9OzoZlu9S2848RtzLhvLC9v6X2YSlx9aqUVVVHGkkr6AHA7hcdE7k4mjGjX+FP7xsJHTylbeazzXf9P51S6CJbB/fffy+ZNLx9S9WvMCUfG1//3Fam2/cDH7lhcYuLnsivrc3AR8VPgp+U8h5kdfrVSg3NPBjPLxpPOmFleBdDsvqhmllfR5lNg1ccBZ2aZ1colqjvXmVlmEemWjkj6o6TfSXpG0qJk3WBJj0lalbwOKtp+mqTVklZKuqij4zvgzCyblN20MjwM/L6IOK3ocZKbgPkRMQaYn3wmGaxjEjAOuBiYkQzq0S4HnJllEpS9q9ZEYGbyfiZwadH6WRHRGBFrgNUUBvVolwPOzDILlGoBhrQOppEsV/3JoeDnkhYXfXdkRGwESF6HJetTDeBRzI0MZpZZhkaGLR30ZDgnIjZIGgY8Jun5EtumGsCjmGtwZpZNygaGNCEYERuS183AwxQuOTdJGg6QvG5ONs88gIcDzswyCTon4CT1kdSv9T3wfmAZMBeYnGw2GZiTvJ8LTJLUkAziMQZYWOocvkQ1s8w6abikI4GHJUEhi34UEfMkPQ3MljQFWAtcXjhnLJc0m8Ko4E3A1IgoOaCiA87MMmvphAd9k+kMTm1j/Vbg/Hb2mQ6UHJWomAPOzDKrlZ4MDjgzy6Rwf819Uc0sp2qkAueAM7PsfIlqZrnlgDOzXCr0RfU9ODPLqRqpwDngzCwjz8lgZnnmgDOzXAoyDWZZUQ44M8usM7pqHQ4OODPLzJeoZpZPeWhkkPQNSrQGR8R1ZSmRmVW11vHgakGpGtyiw1YKM6spNT/xc0TMLP4sqU9E7C5/kcys2tVKDa7DIcslnS1pBfBc8vlUSTPKXjIzq1rRkm6ptDRzMtwOXARsBYiIpcCEMpbJzKpcpFwqLVUrakSsS8ZNb1VyHHQzy6+0M2ZVgzQBt07SnwEhqQdwHcnlqpl1TbUScGkuUa8BplKYQfol4LTks5l1UZ01L2q5dViDi4gtwJWHoSxmViNqpatWmlbU4yX9RNIrkjZLmiPp+MNRODOrPp018fPhkOYS9UfAbGA4cDTwAHBfOQtlZlUsZbjVSsApIn4QEU3J8kOqowXYzCqk5h8TkTQ4efsLSTcBsyiU+WPAI4ehbGZWpaqhdpZGqUaGxRQCrfUBuKuLvgvgi+UqlJlVt5of8DIiRh/OgphZbQg6txVVUj2FwT1eiogPJVeP9wPHAX8E/ioiXk22nQZModDZ4LqIeLTUsVP1ZJB0CjAW6Nm6LiL+b+afxMxyoZMvUa+n0Hmgf/L5JmB+RNyW3B67CfhHSWOBScA4Cg2e/ybpxIhot2dVmsdEbgG+kSzvA74M/MUh/DBmVss6sRVV0kjgg8BdRasnAq2jGc0ELi1aPysiGiNiDbAaOKvU8dO0on4UOB94OSI+CZwKNKTYz8xyKiJSLcAQSYuKlqvedKjbgf8KFI89cmREbEzOsxEYlqwfAawr2m59sq5daS5R90ZEi6QmSf2BzYAf9DXrojI+ArIlIsa39YWkDwGbI2KxpHNTHKutlo2SRUkTcIskDQS+R6FldRewMMV+ZpZTnXQP7hzgLyR9gML9/f6SfghskjQ8IjZKGk6hUgWFGtuoov1HAhtKnaDDS9SI+PuI2B4R3wEuBCYnl6pm1kV1xoCXETEtIkZGxHEUGg8ej4iPA3OByclmk4E5yfu5wCRJDZJGA2PooLJV6kHfM0p9FxFLShffzPKqzM/53gbMljQFWAtcDhARyyXNBlYATcDUUi2oUPoS9Z9LfBfAeZmKnMLi57tRf86wjje0qnHlhKZKF8EyaG7uhGgqQz/TiHgCeCJ5v5VCw2Zb200Hpqc9bqkHfd+XqYRm1iXkZdpAM7M21Ui+OeDMLLuWGhnx0gFnZpnVyiVqmq5akvRxSZ9PPh8jqWT3CDPLs7SjwVU+BdN01ZoBnA1ckXzeCXyrbCUys6qWth9qNdTy0lyivisizpD0W4CIeDWZPtDMuqiohvRKIU3AHUjGawoASUN5Y8dYM+tiaiTfUgXc14GHgWGSplMYXeS/l7VUZlbVWmok4dLMi3qvpMUUniwWcGlEeGZ7s66sNvKt44CTdAywB/hJ8bqIWFvOgplZdaqO9tF00lyiPsLByWd6AqOBlRSGDTazriZy1MgQEW8v/pyMMnJ1O5ubWRdQI/mWvSdDRCyRdGY5CmNmtSE3ASfpc0Uf64AzgFfKViIzq2qFaQNrI+HS1OD6Fb1vonBP7sHyFMfMakJt5FvpgEse8O0bETcepvKYWQ2okXwrOWR5t4hoKjV0uZl1QQenBKx6pWpwCyncb3tG0lzgAWB365cR8VCZy2ZmVapG8i3VPbjBwFYKczC0Pg8XgAPOrAsqNDJUuhTplAq4YUkL6jIOBlurGvnxzKwc8nCJWg/05S3MJm1m+VYj+VYy4DZGxK2HrSRmZp2sVMC1VXMzs66uSkbrTaNUwLU58aqZWc0HXERsO5wFMbPaUEtdtdJMOmNm9gadMemMpJ6SFkpaKmm5pC8k6wdLekzSquR1UNE+0yStlrRS0kUdldMBZ2aZddKsWo3AeRFxKnAacLGkdwM3AfMjYgwwP/mMpLHAJApjUV4MzEi6k7bLAWdmmXXGrKhRsCv52D1ZApgIzEzWzwQuTd5PBGZFRGNErAFWAyXnaHbAmVk2QZYq3BBJi4qWq4oPJale0jPAZuCxiHgKODIiNgIkr8OSzUcA64p2X5+sa1fmAS/NrGtrzbeUtkTE+HaPFdEMnCZpIPCwpFNKHCtzpwPX4Mwss5ZIt6QVEduBJyjcW9skaThA8ro52Ww9MKpot5HAhlLHdcCZWWad1Io6NKm5IakXcAHwPDAXmJxsNhmYk7yfC0yS1CBpNDCGwqhH7fIlqpll1kmPwQ0HZiYtoXXA7Ij4V0m/BmZLmgKsBS4vnDOWS5oNrKAwuvjU5BK3XQ44M8uk0EJ66AkXEc8Cp7exfivt9KSKiOnA9LTncMCZWTY56YtqZtamPAx4aWbWNgecmeWVL1HNLJfSdMOqFg44M8vMNTgzyye3oppZXgVRMwNeOuDMLLMayTcHnJll54Azs9yqkXxzwJlZdq7BmVkuRcax3irJAWdmmbkG1wWdeEwTs2597fXPx49o4Zbv9eaJ3/bg2zfupGePoKlZTP1qX55+rnsFS9q1DR7QyNV/9QID+h0gQvxi4VB+/u9HcczwPfztpWvo2dDCllcbmDHrBPY1FiZtGnXUHj552Rp69WwhAm755jgONHXd8WK7fMBJuhv4ELA5IkqNs54bv1/bjTP+djAAdXXB+jlbeXhBA3fetJNb7+7NvN80cMnZjXxp6m7Ou3ZgZQvbhTW3iB89cgwvbuhDzx7N3PqZZSxbNYApH1nDfT8dxfNr+jNh/Ct8cMJGHnxsJHV1wTUf+wPfnX0Cazf2pm/vAzQ1tzU9QNdRI/lW1iHL76EwvnqXdP74A/zhpXrWvlxPBPTvU/grMaBvsGFL1/2fvxrs2NmDFzf0AWDf/no2vNKLwf33M3zoXp5f0w+AZav6c+Yp2wB4+5gdrHu5N2s39gZg157uRHTdgMs2qVZlla0GFxELJB1XruNXu0kXNDLrsZ4AfPb2vsz72g6+cu1u6urgnKsHVrZw9rohgxo59ug9rF7Xl/WbenPG2O0sWTGIs96+jcED9wNw1JB9RMCNn3qe/n2a+M3SI3hkwfAKl7yCqiS80qh4VULSVa1zJtKyv9LF6RTduwUffk8jDzzeAMDffWQfn/t6X4697Ag+d0cf7pq2s8IlNICGHs1cd+Uq7v3JMexrrOd7Px7NBe/exK3XLqNXQwtNTYVaWn1dcNJxO/n2rBP44nfexjvHbWPsCTsqXPrK6uxZtcql4o0MEXEncCeAGgZWwa/k0F1y9n6W/L4bm18t/P/xiUv2cf3XCpdEDzzewPem7Sq1ux0G9XUtXPfxVfz/Z45g0fLCfdONr/Tiy3efDMBRQ/Zy6snbAdi2owfPr+nPrj2FhqGlKwdy3Ig9rPjDgIqUvRq4BteFTbrw4OUpwIYtdbz39AMAnPfOA6xaV1+pohkAwac/uoYNm3sx71cHLzX79yn8GUnBxPM28PhThQnVn101gFFH7aFH92bq6oKTR+/kpU29KlLyauB7cF1Yr4bgwjP3c82X+r6+7qrb+nH7DbvoVr+LffvF1UXf2eF34rG7eM8ZW1m7sRf/67plADzw6EiOHLKPC969CYBFywezYNEQAPbs7cbPnjyKL1y7AgKWrhzA0pUDK1X8qlAF2ZWKokwxK+k+4FxgCLAJuCUivl9yn4aBwcgJZSmPlceVE0ZXugiWwc9+MoutWzYdUhNwv4HD4oz3fCzVtgse+ebiiBh/KOc7FOVsRb2iXMc2swqqksvPNHyJamaZBNXRQpqGA87MMquVGpxbUc0ss0i5lCJplKRfSHpO0nJJ1yfrB0t6TNKq5HVQ0T7TJK2WtFLSRR2V0wFnZpl10mMiTcA/RMTbgHcDUyWNBW4C5kfEGGB+8pnku0nAOArdQGdIKvnMlQPOzDJpvQd3qD0ZImJjRCxJ3u8EngNGABOBmclmM4FLk/cTgVkR0RgRa4DVwFmlzuGAM7NsUoZbloaIpN/66cBTwJERsREKIQgMSzYbAawr2m19sq5dbmQws4yUZTSVIZIWFX2+M+meefBoUl/gQeCGiHhNavfYbX1RMkYdcGaWWYZW1C2lHvSV1J1CuN0bEQ8lqzdJGh4RGyUNBzYn69cDo4p2HwlsKHVyX6KaWSZpW1BTtKIK+D7wXET8S9FXc4HJyfvJwJyi9ZMkNUgaDYwBFpY6h2twZpZZJz3oew7wN8DvJD2TrLsZuA2YLWkKsBa4HCAilkuaDayg0AI7NSKaS53AAWdmmXXGg74R8Svavq8GcH47+0wHpqc9hwPOzDKJgOYa6cnggDOzzGqlq5YDzswyi3avLKuLA87MMvFoImaWa75ENbPccg3OzHLJrahmlmsZ+qJWlAPOzDJrqXQBUnLAmVkmbkU1s1xzwJlZLgXQ5HtwZpZLGUfrrSQHnJll4ntwZpZrJQdhqyIOODPLJPCDvmaWU4VGhkqXIh0HnJllEkCjW1HNLJfSzVpfFRxwZvYW1EbCOeDMLLvayDcHnJm9FbWRcA44M8suamM8EQecmWUUUHq+5arhgDOz7FyDM7NcinDAmVme1UbA1VW6AGZWa5IaXJqlA5LulrRZ0rKidYMlPSZpVfI6qOi7aZJWS1op6aKOju+AM7Psojnd0rF7gIvftO4mYH5EjAHmJ5+RNBaYBIxL9pkhqb7UwR1wZpZR59XgImIBsO1NqycCM5P3M4FLi9bPiojGiFgDrAbOKnV834Mzs+zSNzIMkbSo6POdEXFnB/scGREbASJio6RhyfoRwG+KtlufrGuXA87M3oLUAbclIsZ30knbGsKkZJcKX6KaWTYR6Ze3ZpOk4QDJ6+Zk/XpgVNF2I4ENpQ7kgDOz7DrpHlw75gKTk/eTgTlF6ydJapA0GhgDLCx1IF+imllGnddVS9J9wLkU7tWtB24BbgNmS5oCrAUuB4iI5ZJmAyuAJmBqROmCOODMLLtO6skQEVe089X57Ww/HZie9vgOODPLyF21zCyvgpoZs1xRRQWV9ArwYqXLUQZDgC2VLoRlktc/s2MjYuihHEDSPAq/nzS2RMSbeyocNlUVcHklaVEnPgtkh4H/zPLBj4mYWW454Mwstxxwh0dHfe+s+vjPLAd8D87Mcss1ODPLLQecmeWWA66MJF2cDK28WtJNlS6PdaytIbStdjngyiQZSvlbwCXAWOCKZMhlq2738KdDaFuNcsCVz1nA6oh4ISL2A7MoDLlsVaydIbStRjngymcEsK7oc4fDK5tZ53LAlU/m4ZXNrHM54Mon8/DKZta5HHDl8zQwRtJoST0ozOc4t8JlMutSHHBlEhFNwLXAo8BzwOyIWF7ZUllHkiG0fw2cJGl9Mmy21Sh31TKz3HINzsxyywFnZrnlgDOz3HLAmVluOeDMLLcccDVEUrOkZyQtk/SApN6HcKx7JH00eX9XqYEAJJ0r6c/ewjn+KOlPZl9qb/2bttmV8Vz/U9J/yVpGyzcHXG3ZGxGnRcQpwH7gmuIvkxFMMouIT0fEihKbnAtkDjizSnPA1a4ngf+U1K5+IelHwO8k1Uv6iqSnJT0r6WoAFXxT0gpJjwDDWg8k6QlJ45P3F0taImmppPmSjqMQpJ9Nao9/LmmopAeTczwt6Zxk3yMk/VzSbyV9l7b7476BpP8nabGk5ZKuetN3/5yUZb6kocm6EyTNS/Z5UtLJnfLbtFzyzPY1SFI3CuPMzUtWnQWcEhFrkpDYERFnSmoA/l3Sz4HTgZOAtwNHAiuAu9903KHA94AJybEGR8Q2Sd8BdkXEV5PtfgR8LSJ+JekYCr013gbcAvwqIm6V9EHgDYHVjk8l5+gFPC3pwYjYCvQBlkTEP0j6fHLsaylMBnNNRKyS9C5gBnDeW/g1WhfggKstvSQ9k7x/Evg+hUvHhRGxJln/fuAdrffXgAHAGGACcF9ENAMbJD3exvHfDSxoPVZEtDcu2gXAWOn1Clp/Sf2Sc3wk2fcRSa+m+Jmuk3RZ8n5UUtatQAtwf7L+h8BDkvomP+8DReduSHEO66IccLVlb0ScVrwi+Ye+u3gV8JmIePRN232AjodrUoptoHBr4+yI2NtGWVL3/ZN0LoWwPDsi9kh6AujZzuaRnHf7m38HZu3xPbj8eRT4O0ndASSdKKkPsACYlNyjGw68r419fw28V9LoZN/ByfqdQL+i7X5O4XKRZLvTkrcLgCuTdZcAgzoo6wDg1STcTqZQg2xVB7TWQv+awqXva8AaSZcn55CkUzs4h3VhDrj8uYvC/bUlycQp36VQU38YWAX8Dvg28Ms37xgRr1C4b/aQpKUcvET8CXBZayMDcB0wPmnEWMHB1twvABMkLaFwqby2g7LOA7pJehb4IvCbou92A+MkLaZwj+3WZP2VwJSkfMvxMPBWgkcTMbPccg3OzHLLAWdmueWAM7PccsCZWW454MwstxxwZpZbDjgzy63/AJ1wQdq/lO0sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xgb_clf = XGBClassifier(n_estimators=5, max_depth=1, max_leaves=2, random_state=42)\n",
    "xgb_clf.fit(X_train, y_train)\n",
    "y_pred = xgb_clf.predict(X_test)\n",
    "clf = 'XGBoost'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "286a1c81-e6f4-42f5-9e2b-4c3f67e3a2fc",
   "metadata": {},
   "source": [
    "**B. Improve performance of the XGBoost as much as possible. Also print best performing parameters along with train and test performance.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "dfd9f34c-7027-4742-9152-bb7f05f2ea87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[16:59:39] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.76      0.82      1033\n",
      "           1       0.53      0.74      0.62       374\n",
      "\n",
      "    accuracy                           0.76      1407\n",
      "   macro avg       0.71      0.75      0.72      1407\n",
      "weighted avg       0.80      0.76      0.77      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7526\n",
      "F1 Score: 0.6192\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xgb_clf = XGBClassifier(n_estimators=500, max_depth=1, max_leaves=2, random_state=42)\n",
    "xgb_clf.fit(X_train, y_train)\n",
    "y_pred = xgb_clf.predict(X_test)\n",
    "clf = 'XGBoost'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b785f79-66a4-4c91-8959-5fef125067f2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7ca99759-912a-49d3-9255-7140504f83b0",
   "metadata": {},
   "source": [
    "**Part-B**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7906dec-3b50-4e8f-847c-3d88c9913f06",
   "metadata": {},
   "source": [
    "**DOMAIN:** *IT*\n",
    "\n",
    "**CONTEXT:** *The purpose is to build a machine learning workflow that will work autonomously irrespective of Data and users can save efforts\n",
    "involved in building workflows for each dataset.*\n",
    "\n",
    "\n",
    "**PROJECT OBJECTIVE:** *Build a machine learning workflow that will run autonomously with the csv file and return best performing model.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64aaa5ad-6326-4e4b-a594-2c40dd62a904",
   "metadata": {},
   "source": [
    "**STEPS AND TASK:**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccac3494-4b20-47a2-b628-681c509e164c",
   "metadata": {},
   "source": [
    "**1.** *Build a simple ML workflow which will accept a single ‘.csv’ file as input and return a trained base model that can be used for predictions. You can use\n",
    "1 Dataset from Part 1 (single/merged).*\n",
    "\n",
    "**2.** *Create separate functions for various purposes.*\n",
    "\n",
    "**3.** *Various base models should be trained to select the best performing model.*\n",
    "**4.** *Pickle file should be saved for the best performing model.*\n",
    "\n",
    "**Include best coding practices in the code:**\n",
    "\n",
    "*• Modularization*\n",
    "\n",
    "*• Maintainability*\n",
    "\n",
    "*• Well commented code etc.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "f3678fd3-9c3e-4acd-82b2-b4b541ad2a9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "[(1.0, 0.34509803921568627, 0.3176470588235294),\n",
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       " (0.10980392156862745, 0.10588235294117647, 0.12549019607843137)]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, GradientBoostingClassifier, VotingClassifier, StackingClassifier\n",
    "from xgboost import XGBClassifier, XGBRegressor\n",
    "from lightgbm import LGBMClassifier\n",
    "from catboost import CatBoostClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score, ConfusionMatrixDisplay, r2_score\n",
    "\n",
    "np.random.seed(42)\n",
    "colors = ['#FF5851', '#F3C130', '#414A6B', '#B49A85', '#1C1B20']\n",
    "sns.color_palette(colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "378a573b-7e55-4985-9f83-390b01b40b50",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('TelcomCustomer-Churn_1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "b2e57991-6b3e-485d-a2f3-b4f023672ac5",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
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       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9305-CDSKC</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1452-KIOVK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>22</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6713-OKOMC</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>10</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7892-POOKP</td>\n",
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       "      <td>0</td>\n",
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       "      <td>No</td>\n",
       "      <td>28</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6388-TABGU</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>62</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "5  9305-CDSKC  Female              0      No         No       8          Yes   \n",
       "6  1452-KIOVK    Male              0      No        Yes      22          Yes   \n",
       "7  6713-OKOMC  Female              0      No         No      10           No   \n",
       "8  7892-POOKP  Female              0     Yes         No      28          Yes   \n",
       "9  6388-TABGU    Male              0      No        Yes      62          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  \n",
       "0  No phone service             DSL             No  \n",
       "1                No             DSL            Yes  \n",
       "2                No             DSL            Yes  \n",
       "3  No phone service             DSL            Yes  \n",
       "4                No     Fiber optic             No  \n",
       "5               Yes     Fiber optic             No  \n",
       "6               Yes     Fiber optic             No  \n",
       "7  No phone service             DSL            Yes  \n",
       "8               Yes     Fiber optic             No  \n",
       "9                No             DSL            Yes  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "358bbaa2-4834-4738-995c-f047b146caba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 10)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
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  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "2b6045d4-508b-4ebe-8fa7-021e983725e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 10 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   customerID       7043 non-null   object\n",
      " 1   gender           7043 non-null   object\n",
      " 2   SeniorCitizen    7043 non-null   int64 \n",
      " 3   Partner          7043 non-null   object\n",
      " 4   Dependents       7043 non-null   object\n",
      " 5   tenure           7043 non-null   int64 \n",
      " 6   PhoneService     7043 non-null   object\n",
      " 7   MultipleLines    7043 non-null   object\n",
      " 8   InternetService  7043 non-null   object\n",
      " 9   OnlineSecurity   7043 non-null   object\n",
      "dtypes: int64(2), object(8)\n",
      "memory usage: 550.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e58d507a-46d0-4673-bed3-5ab548631800",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID         0\n",
       "gender             0\n",
       "SeniorCitizen      0\n",
       "Partner            0\n",
       "Dependents         0\n",
       "tenure             0\n",
       "PhoneService       0\n",
       "MultipleLines      0\n",
       "InternetService    0\n",
       "OnlineSecurity     0\n",
       "dtype: int64"
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     "execution_count": 74,
     "metadata": {},
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   "source": [
    "\n",
    "df.isnull().sum()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "159a493b-dd4b-4cb7-a545-0ae0afe93b82",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "b82e06a0-fd44-42d3-b734-3767eba327a0",
   "metadata": {},
   "outputs": [
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       "      <td>35.5875</td>\n",
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       "      <td>2266.771362</td>\n",
       "      <td>18.80</td>\n",
       "      <td>401.4500</td>\n",
       "      <td>1397.475</td>\n",
       "      <td>3794.7375</td>\n",
       "      <td>8684.80</td>\n",
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       "    <tr>\n",
       "      <th>Churn</th>\n",
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       "      <td>0.0000</td>\n",
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       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
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       "    <tr>\n",
       "      <th>Partner_Yes</th>\n",
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       "      <td>0.0000</td>\n",
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       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
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       "    <tr>\n",
       "      <th>Dependents_No</th>\n",
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       "      <th>PhoneService_No</th>\n",
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       "      <td>0.295571</td>\n",
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       "      <td>0.000</td>\n",
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       "      <td>7032.0</td>\n",
       "      <td>0.903299</td>\n",
       "      <td>0.295571</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
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       "    <tr>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.481371</td>\n",
       "      <td>0.499688</td>\n",
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       "      <td>1.00</td>\n",
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       "    <tr>\n",
       "      <th>MultipleLines_No phone service</th>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.421928</td>\n",
       "      <td>0.493902</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343572</td>\n",
       "      <td>0.474934</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.440273</td>\n",
       "      <td>0.496455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.497298</td>\n",
       "      <td>0.500028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.286547</td>\n",
       "      <td>0.452180</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.438993</td>\n",
       "      <td>0.496300</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.344852</td>\n",
       "      <td>0.475354</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.439989</td>\n",
       "      <td>0.496421</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.343857</td>\n",
       "      <td>0.475028</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.493743</td>\n",
       "      <td>0.499996</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.290102</td>\n",
       "      <td>0.453842</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.399460</td>\n",
       "      <td>0.489822</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.384386</td>\n",
       "      <td>0.486484</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.395478</td>\n",
       "      <td>0.488988</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_No internet service</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216155</td>\n",
       "      <td>0.411650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.388367</td>\n",
       "      <td>0.487414</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.551052</td>\n",
       "      <td>0.497422</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_One year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.209329</td>\n",
       "      <td>0.406858</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Two year</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.239619</td>\n",
       "      <td>0.426881</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_No</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.407281</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling_Yes</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.592719</td>\n",
       "      <td>0.491363</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.219283</td>\n",
       "      <td>0.413790</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.216297</td>\n",
       "      <td>0.411748</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.336320</td>\n",
       "      <td>0.472483</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.228100</td>\n",
       "      <td>0.419637</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          count         mean          std  \\\n",
       "SeniorCitizen                            7032.0     0.162400     0.368844   \n",
       "MonthlyCharges                           7032.0    64.798208    30.085974   \n",
       "TotalCharges                             7032.0  2283.300441  2266.771362   \n",
       "Churn                                    7032.0     0.265785     0.441782   \n",
       "gender_Female                            7032.0     0.495307     0.500014   \n",
       "gender_Male                              7032.0     0.504693     0.500014   \n",
       "Partner_No                               7032.0     0.517491     0.499729   \n",
       "Partner_Yes                              7032.0     0.482509     0.499729   \n",
       "Dependents_No                            7032.0     0.701507     0.457629   \n",
       "Dependents_Yes                           7032.0     0.298493     0.457629   \n",
       "PhoneService_No                          7032.0     0.096701     0.295571   \n",
       "PhoneService_Yes                         7032.0     0.903299     0.295571   \n",
       "MultipleLines_No                         7032.0     0.481371     0.499688   \n",
       "MultipleLines_No phone service           7032.0     0.096701     0.295571   \n",
       "MultipleLines_Yes                        7032.0     0.421928     0.493902   \n",
       "InternetService_DSL                      7032.0     0.343572     0.474934   \n",
       "InternetService_Fiber optic              7032.0     0.440273     0.496455   \n",
       "InternetService_No                       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_No                        7032.0     0.497298     0.500028   \n",
       "OnlineSecurity_No internet service       7032.0     0.216155     0.411650   \n",
       "OnlineSecurity_Yes                       7032.0     0.286547     0.452180   \n",
       "OnlineBackup_No                          7032.0     0.438993     0.496300   \n",
       "OnlineBackup_No internet service         7032.0     0.216155     0.411650   \n",
       "OnlineBackup_Yes                         7032.0     0.344852     0.475354   \n",
       "DeviceProtection_No                      7032.0     0.439989     0.496421   \n",
       "DeviceProtection_No internet service     7032.0     0.216155     0.411650   \n",
       "DeviceProtection_Yes                     7032.0     0.343857     0.475028   \n",
       "TechSupport_No                           7032.0     0.493743     0.499996   \n",
       "TechSupport_No internet service          7032.0     0.216155     0.411650   \n",
       "TechSupport_Yes                          7032.0     0.290102     0.453842   \n",
       "StreamingTV_No                           7032.0     0.399460     0.489822   \n",
       "StreamingTV_No internet service          7032.0     0.216155     0.411650   \n",
       "StreamingTV_Yes                          7032.0     0.384386     0.486484   \n",
       "StreamingMovies_No                       7032.0     0.395478     0.488988   \n",
       "StreamingMovies_No internet service      7032.0     0.216155     0.411650   \n",
       "StreamingMovies_Yes                      7032.0     0.388367     0.487414   \n",
       "Contract_Month-to-month                  7032.0     0.551052     0.497422   \n",
       "Contract_One year                        7032.0     0.209329     0.406858   \n",
       "Contract_Two year                        7032.0     0.239619     0.426881   \n",
       "PaperlessBilling_No                      7032.0     0.407281     0.491363   \n",
       "PaperlessBilling_Yes                     7032.0     0.592719     0.491363   \n",
       "PaymentMethod_Bank transfer (automatic)  7032.0     0.219283     0.413790   \n",
       "PaymentMethod_Credit card (automatic)    7032.0     0.216297     0.411748   \n",
       "PaymentMethod_Electronic check           7032.0     0.336320     0.472483   \n",
       "PaymentMethod_Mailed check               7032.0     0.228100     0.419637   \n",
       "\n",
       "                                           min       25%       50%        75%  \\\n",
       "SeniorCitizen                             0.00    0.0000     0.000     0.0000   \n",
       "MonthlyCharges                           18.25   35.5875    70.350    89.8625   \n",
       "TotalCharges                             18.80  401.4500  1397.475  3794.7375   \n",
       "Churn                                     0.00    0.0000     0.000     1.0000   \n",
       "gender_Female                             0.00    0.0000     0.000     1.0000   \n",
       "gender_Male                               0.00    0.0000     1.000     1.0000   \n",
       "Partner_No                                0.00    0.0000     1.000     1.0000   \n",
       "Partner_Yes                               0.00    0.0000     0.000     1.0000   \n",
       "Dependents_No                             0.00    0.0000     1.000     1.0000   \n",
       "Dependents_Yes                            0.00    0.0000     0.000     1.0000   \n",
       "PhoneService_No                           0.00    0.0000     0.000     0.0000   \n",
       "PhoneService_Yes                          0.00    1.0000     1.000     1.0000   \n",
       "MultipleLines_No                          0.00    0.0000     0.000     1.0000   \n",
       "MultipleLines_No phone service            0.00    0.0000     0.000     0.0000   \n",
       "MultipleLines_Yes                         0.00    0.0000     0.000     1.0000   \n",
       "InternetService_DSL                       0.00    0.0000     0.000     1.0000   \n",
       "InternetService_Fiber optic               0.00    0.0000     0.000     1.0000   \n",
       "InternetService_No                        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_No                         0.00    0.0000     0.000     1.0000   \n",
       "OnlineSecurity_No internet service        0.00    0.0000     0.000     0.0000   \n",
       "OnlineSecurity_Yes                        0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No                           0.00    0.0000     0.000     1.0000   \n",
       "OnlineBackup_No internet service          0.00    0.0000     0.000     0.0000   \n",
       "OnlineBackup_Yes                          0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No                       0.00    0.0000     0.000     1.0000   \n",
       "DeviceProtection_No internet service      0.00    0.0000     0.000     0.0000   \n",
       "DeviceProtection_Yes                      0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No                            0.00    0.0000     0.000     1.0000   \n",
       "TechSupport_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "TechSupport_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No                            0.00    0.0000     0.000     1.0000   \n",
       "StreamingTV_No internet service           0.00    0.0000     0.000     0.0000   \n",
       "StreamingTV_Yes                           0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No                        0.00    0.0000     0.000     1.0000   \n",
       "StreamingMovies_No internet service       0.00    0.0000     0.000     0.0000   \n",
       "StreamingMovies_Yes                       0.00    0.0000     0.000     1.0000   \n",
       "Contract_Month-to-month                   0.00    0.0000     1.000     1.0000   \n",
       "Contract_One year                         0.00    0.0000     0.000     0.0000   \n",
       "Contract_Two year                         0.00    0.0000     0.000     0.0000   \n",
       "PaperlessBilling_No                       0.00    0.0000     0.000     1.0000   \n",
       "PaperlessBilling_Yes                      0.00    0.0000     1.000     1.0000   \n",
       "PaymentMethod_Bank transfer (automatic)   0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Credit card (automatic)     0.00    0.0000     0.000     0.0000   \n",
       "PaymentMethod_Electronic check            0.00    0.0000     0.000     1.0000   \n",
       "PaymentMethod_Mailed check                0.00    0.0000     0.000     0.0000   \n",
       "\n",
       "                                             max  \n",
       "SeniorCitizen                               1.00  \n",
       "MonthlyCharges                            118.75  \n",
       "TotalCharges                             8684.80  \n",
       "Churn                                       1.00  \n",
       "gender_Female                               1.00  \n",
       "gender_Male                                 1.00  \n",
       "Partner_No                                  1.00  \n",
       "Partner_Yes                                 1.00  \n",
       "Dependents_No                               1.00  \n",
       "Dependents_Yes                              1.00  \n",
       "PhoneService_No                             1.00  \n",
       "PhoneService_Yes                            1.00  \n",
       "MultipleLines_No                            1.00  \n",
       "MultipleLines_No phone service              1.00  \n",
       "MultipleLines_Yes                           1.00  \n",
       "InternetService_DSL                         1.00  \n",
       "InternetService_Fiber optic                 1.00  \n",
       "InternetService_No                          1.00  \n",
       "OnlineSecurity_No                           1.00  \n",
       "OnlineSecurity_No internet service          1.00  \n",
       "OnlineSecurity_Yes                          1.00  \n",
       "OnlineBackup_No                             1.00  \n",
       "OnlineBackup_No internet service            1.00  \n",
       "OnlineBackup_Yes                            1.00  \n",
       "DeviceProtection_No                         1.00  \n",
       "DeviceProtection_No internet service        1.00  \n",
       "DeviceProtection_Yes                        1.00  \n",
       "TechSupport_No                              1.00  \n",
       "TechSupport_No internet service             1.00  \n",
       "TechSupport_Yes                             1.00  \n",
       "StreamingTV_No                              1.00  \n",
       "StreamingTV_No internet service             1.00  \n",
       "StreamingTV_Yes                             1.00  \n",
       "StreamingMovies_No                          1.00  \n",
       "StreamingMovies_No internet service         1.00  \n",
       "StreamingMovies_Yes                         1.00  \n",
       "Contract_Month-to-month                     1.00  \n",
       "Contract_One year                           1.00  \n",
       "Contract_Two year                           1.00  \n",
       "PaperlessBilling_No                         1.00  \n",
       "PaperlessBilling_Yes                        1.00  \n",
       "PaymentMethod_Bank transfer (automatic)     1.00  \n",
       "PaymentMethod_Credit card (automatic)       1.00  \n",
       "PaymentMethod_Electronic check              1.00  \n",
       "PaymentMethod_Mailed check                  1.00  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "e929d265-3cb1-45aa-831a-ea4b325aac6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Numerical Columns: ['SeniorCitizen', 'tenure']\n",
      "Categorical Columns: ['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity']\n",
      "\n",
      "\n",
      "\n",
      "Unique Values In Categorical columns:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[\"customerID:   ['7590-VHVEG' '5575-GNVDE' '3668-QPYBK' ... '4801-JZAZL' '8361-LTMKD'\\n '3186-AJIEK']\",\n",
       " \"gender:   ['Female' 'Male']\",\n",
       " \"Partner:   ['Yes' 'No']\",\n",
       " \"Dependents:   ['No' 'Yes']\",\n",
       " \"PhoneService:   ['No' 'Yes']\",\n",
       " \"MultipleLines:   ['No phone service' 'No' 'Yes']\",\n",
       " \"InternetService:   ['DSL' 'Fiber optic' 'No']\",\n",
       " \"OnlineSecurity:   ['No' 'Yes' 'No internet service']\"]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_cols = df.select_dtypes(include='number')\n",
    "cat_cols = df.select_dtypes(include='object')\n",
    "print(f'Numerical Columns: {num_cols.columns.tolist()}')\n",
    "print(f'Categorical Columns: {cat_cols.columns.tolist()}\\n')\n",
    "print('\\n\\nUnique Values In Categorical columns:')\n",
    "[f'{col}:   {cat_cols[col].unique()}' for col in cat_cols]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e0ac563-d68f-47f7-80db-ce09c22c6997",
   "metadata": {},
   "source": [
    "**EDA**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3f5387f7-4122-45fa-8cfc-dddb6b7ada71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender  SeniorCitizen Partner Dependents\n",
       "0     Female              0     Yes         No\n",
       "1       Male              0      No         No\n",
       "2       Male              0      No         No\n",
       "3       Male              0      No         No\n",
       "4     Female              0      No         No\n",
       "...      ...            ...     ...        ...\n",
       "7038    Male              0     Yes        Yes\n",
       "7039  Female              0     Yes        Yes\n",
       "7040  Female              0     Yes        Yes\n",
       "7041    Male              1     Yes         No\n",
       "7042    Male              0      No         No\n",
       "\n",
       "[7043 rows x 4 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['gender', 'SeniorCitizen','Partner','Dependents']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "27c76933-4f80-4e76-a841-a16fef704160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Male      50.48\n",
       "Female    49.52\n",
       "Name: gender, dtype: float64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(cat_cols['gender'].value_counts()*100/cat_cols['gender'].shape[0]).round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "bd3e33a0-8ddf-47cf-a611-83ed474a485d",
   "metadata": {},
   "outputs": [
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r=L(8/(3*y)),i=e/r;return[t/(r*(1-n(i)/y)),i]},gt.invert=function(t,e){var r=2-n(e)/L(2*y/3);return[t*L(6*y)/(2*r),d(e)*S((4-r*r)/3)]},mt.invert=function(t,e){var r=L(y*(4+y))/2;return[t*r/(1+L(1-e*e*(4+y)/(4*y))),e*r/2]},vt.invert=function(t,e){var r=e*L((4+y)/y)/2,n=S(r),i=o(n);return[t/(2/L(y*(4+y))*(1+i)),S((n+r*(i+2))/(2+x))]},yt.invert=function(t,e){var r=L(2+y),n=e*r/2;return[r*t/(1+o(n)),n]},xt.invert=function(t,e){var r=1+x,n=L(r/2);return[2*t*n/(1+o(e*=n)),S((e+g(e))/r)]};var bt=3+2*w;function _t(t,e){var r=g(t/=2),n=o(t),a=L(o(e)),s=o(e/=2),l=g(e)/(s+w*n*a),u=L(2/(1+l*l)),f=L((w*s+(n+r)*a)/(w*s+(n-r)*a));return[bt*(u*(f-1/f)-2*c(f)),bt*(u*l*(f+1/f)-2*i(l))]}_t.invert=function(t,e){if(!(r=D.invert(t/1.2,1.065*e)))return null;var r,a=r[0],s=r[1],l=20;t/=bt,e/=bt;do{var 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a=V(s,i);return[r/n*(t+e/o(a)),a]},a}function Mt(t){return[t[0]/2,S(m(t[1]/2*M))*A]}function St(t){return[2*t[0],2*i(g(t[1]*M))*A]}function Et(t,r){var i=2*y/r,s=t*t;function l(r,l){var c=e.geoAzimuthalEquidistantRaw(r,l),u=c[0],f=c[1],h=u*u+f*f;if(h>s){var d=L(h),m=a(f,u),b=i*p(m/i),_=m-b,w=t*o(_),T=(t*g(_)-_*g(w))/(x-w),k=Lt(_,T),A=(y-t)/Ct(k,w,y);u=d;var M,S=50;do{u-=M=(t+Ct(k,w,u)*A-d)/(k(u)*A)}while(n(M)>v&&--S>0);f=_*g(u),u<x&&(f-=T*(u-x));var E=g(b),C=o(b);c[0]=u*C-f*E,c[1]=u*E+f*C}return c}return l.invert=function(r,l){var c=r*r+l*l;if(c>s){var u=L(c),f=a(l,r),h=i*p(f/i),d=f-h;r=u*o(d),l=u*g(d);for(var m=r-x,v=g(r),b=l/v,_=r<x?1/0:0,w=10;;){var T=t*g(b),k=t*o(b),A=g(k),M=x-k,S=(T-b*A)/M,E=Lt(b,S);if(n(_)<1e-12||!--w)break;b-=_=(b*v-S*m-l)/(v-2*m*(M*(k+b*T*o(k)-A)-T*(T-b*A))/(M*M))}r=(u=t+Ct(E,k,r)*(y-t)/Ct(E,k,y))*o(f=h+b),l=u*g(f)}return e.geoAzimuthalEquidistantRaw.invert(r,l)},l}function Lt(t,e){return function(r){var n=t*o(r);return r<x&&(n-=e),L(1+n*n)}}function 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float fontSize, charStep, em, align, baseline;\\n\\t\\t\\tuniform vec4 viewport;\\n\\t\\t\\tuniform vec4 color;\\n\\t\\t\\tuniform vec2 atlasSize, atlasDim, scale, translate, positionOffset;\\n\\t\\t\\tvarying vec2 charCoord, charId;\\n\\t\\t\\tvarying float charWidth;\\n\\t\\t\\tvarying vec4 fontColor;\\n\\t\\t\\tvoid main () {\\n\\t\\t\\t\\tvec2 offset = floor(em * (vec2(align + charOffset, baseline)\\n\\t\\t\\t\\t\\t+ vec2(positionOffset.x, -positionOffset.y)))\\n\\t\\t\\t\\t\\t/ (viewport.zw * scale.xy);\\n\\n\\t\\t\\t\\tvec2 position = (position + translate) * scale;\\n\\t\\t\\t\\tposition += offset * scale;\\n\\n\\t\\t\\t\\tcharCoord = position * viewport.zw + viewport.xy;\\n\\n\\t\\t\\t\\tgl_Position = vec4(position * 2. - 1., 0, 1);\\n\\n\\t\\t\\t\\tgl_PointSize = charStep;\\n\\n\\t\\t\\t\\tcharId.x = mod(char, atlasDim.x);\\n\\t\\t\\t\\tcharId.y = floor(char / atlasDim.x);\\n\\n\\t\\t\\t\\tcharWidth = width * em;\\n\\n\\t\\t\\t\\tfontColor = color / 255.;\\n\\t\\t\\t}\",frag:\"\\n\\t\\t\\tprecision highp float;\\n\\t\\t\\tuniform float fontSize, charStep, opacity;\\n\\t\\t\\tuniform vec2 atlasSize;\\n\\t\\t\\tuniform vec4 viewport;\\n\\t\\t\\tuniform sampler2D atlas;\\n\\t\\t\\tvarying vec4 fontColor;\\n\\t\\t\\tvarying vec2 charCoord, charId;\\n\\t\\t\\tvarying float charWidth;\\n\\n\\t\\t\\tfloat lightness(vec4 color) {\\n\\t\\t\\t\\treturn color.r * 0.299 + color.g * 0.587 + color.b * 0.114;\\n\\t\\t\\t}\\n\\n\\t\\t\\tvoid main () {\\n\\t\\t\\t\\tvec2 uv = gl_FragCoord.xy - charCoord + charStep * .5;\\n\\t\\t\\t\\tfloat halfCharStep = floor(charStep * .5 + .5);\\n\\n\\t\\t\\t\\t// invert y and shift by 1px (FF expecially needs that)\\n\\t\\t\\t\\tuv.y = charStep - uv.y;\\n\\n\\t\\t\\t\\t// ignore points outside of character bounding box\\n\\t\\t\\t\\tfloat halfCharWidth = ceil(charWidth * .5);\\n\\t\\t\\t\\tif (floor(uv.x) > halfCharStep + halfCharWidth ||\\n\\t\\t\\t\\t\\tfloor(uv.x) < halfCharStep - halfCharWidth) return;\\n\\n\\t\\t\\t\\tuv += charId * charStep;\\n\\t\\t\\t\\tuv = uv / atlasSize;\\n\\n\\t\\t\\t\\tvec4 color = fontColor;\\n\\t\\t\\t\\tvec4 mask = texture2D(atlas, uv);\\n\\n\\t\\t\\t\\tfloat maskY = lightness(mask);\\n\\t\\t\\t\\t// float colorY = lightness(color);\\n\\t\\t\\t\\tcolor.a *= maskY;\\n\\t\\t\\t\\tcolor.a *= opacity;\\n\\n\\t\\t\\t\\t// color.a += .1;\\n\\n\\t\\t\\t\\t// antialiasing, see yiq color space y-channel formula\\n\\t\\t\\t\\t// color.rgb += (1. - color.rgb) * (1. - mask.rgb);\\n\\n\\t\\t\\t\\tgl_FragColor = color;\\n\\t\\t\\t}\"});return{regl:t,draw:e,atlas:{}}},T.prototype.update=function(t){var e=this;if(\"string\"==typeof t)t={text:t};else if(!t)return;null!=(t=i(t,{position:\"position positions coord coords coordinates\",font:\"font fontFace fontface typeface cssFont css-font family fontFamily\",fontSize:\"fontSize fontsize size font-size\",text:\"text texts chars characters value values symbols\",align:\"align alignment textAlign textbaseline\",baseline:\"baseline textBaseline textbaseline\",direction:\"dir direction textDirection\",color:\"color colour fill fill-color fillColor textColor textcolor\",kerning:\"kerning kern\",range:\"range dataBox\",viewport:\"vp viewport viewBox viewbox viewPort\",opacity:\"opacity alpha transparency visible visibility opaque\",offset:\"offset positionOffset padding shift indent indentation\"},!0)).opacity&&(Array.isArray(t.opacity)?this.opacity=t.opacity.map((function(t){return parseFloat(t)})):this.opacity=parseFloat(t.opacity)),null!=t.viewport&&(this.viewport=f(t.viewport),this.viewportArray=[this.viewport.x,this.viewport.y,this.viewport.width,this.viewport.height]),null==this.viewport&&(this.viewport={x:0,y:0,width:this.gl.drawingBufferWidth,height:this.gl.drawingBufferHeight},this.viewportArray=[this.viewport.x,this.viewport.y,this.viewport.width,this.viewport.height]),null!=t.kerning&&(this.kerning=t.kerning),null!=t.offset&&(\"number\"==typeof t.offset&&(t.offset=[t.offset,0]),this.positionOffset=y(t.offset)),t.direction&&(this.direction=t.direction),t.range&&(this.range=t.range,this.scale=[1/(t.range[2]-t.range[0]),1/(t.range[3]-t.range[1])],this.translate=[-t.range[0],-t.range[1]]),t.scale&&(this.scale=t.scale),t.translate&&(this.translate=t.translate),this.scale||(this.scale=[1/this.viewport.width,1/this.viewport.height]),this.translate||(this.translate=[0,0]),this.font.length||t.font||(t.font=T.baseFontSize+\"px sans-serif\");var r,a=!1,o=!1;if(t.font&&(Array.isArray(t.font)?t.font:[t.font]).forEach((function(t,r){if(\"string\"==typeof t)try{t=n.parse(t)}catch(e){t=n.parse(T.baseFontSize+\"px \"+t)}else t=n.parse(n.stringify(t));var i=n.stringify({size:T.baseFontSize,family:t.family,stretch:_?t.stretch:void 0,variant:t.variant,weight:t.weight,style:t.style}),s=p(t.size),l=Math.round(s[0]*d(s[1]));if(l!==e.fontSize[r]&&(o=!0,e.fontSize[r]=l),!(e.font[r]&&i==e.font[r].baseString||(a=!0,e.font[r]=T.fonts[i],e.font[r]))){var c=t.family.join(\", \"),u=[t.style];t.style!=t.variant&&u.push(t.variant),t.variant!=t.weight&&u.push(t.weight),_&&t.weight!=t.stretch&&u.push(t.stretch),e.font[r]={baseString:i,family:c,weight:t.weight,stretch:t.stretch,style:t.style,variant:t.variant,width:{},kerning:{},metrics:v(c,{origin:\"top\",fontSize:T.baseFontSize,fontStyle:u.join(\" \")})},T.fonts[i]=e.font[r]}})),(a||o)&&this.font.forEach((function(r,i){var a=n.stringify({size:e.fontSize[i],family:r.family,stretch:_?r.stretch:void 0,variant:r.variant,weight:r.weight,style:r.style});if(e.fontAtlas[i]=e.shader.atlas[a],!e.fontAtlas[i]){var o=r.metrics;e.shader.atlas[a]=e.fontAtlas[i]={fontString:a,step:2*Math.ceil(e.fontSize[i]*o.bottom*.5),em:e.fontSize[i],cols:0,rows:0,height:0,width:0,chars:[],ids:{},texture:e.regl.texture()}}null==t.text&&(t.text=e.text)})),\"string\"==typeof t.text&&t.position&&t.position.length>2){for(var s=Array(.5*t.position.length),h=0;h<s.length;h++)s[h]=t.text;t.text=s}if(null!=t.text||a){if(this.textOffsets=[0],Array.isArray(t.text)){this.count=t.text[0].length,this.counts=[this.count];for(var b=1;b<t.text.length;b++)this.textOffsets[b]=this.textOffsets[b-1]+t.text[b-1].length,this.count+=t.text[b].length,this.counts.push(t.text[b].length);this.text=t.text.join(\"\")}else this.text=t.text,this.count=this.text.length,this.counts=[this.count];r=[],this.font.forEach((function(t,n){T.atlasContext.font=t.baseString;for(var i=e.fontAtlas[n],a=0;a<e.text.length;a++){var o=e.text.charAt(a);if(null==i.ids[o]&&(i.ids[o]=i.chars.length,i.chars.push(o),r.push(o)),null==t.width[o]&&(t.width[o]=T.atlasContext.measureText(o).width/T.baseFontSize,e.kerning)){var s=[];for(var l in t.width)s.push(l+o,o+l);m(t.kerning,g(t.family,{pairs:s}))}}}))}if(t.position)if(t.position.length>2){for(var w=!t.position[0].length,k=u.mallocFloat(2*this.count),A=0,M=0;A<this.counts.length;A++){var S=this.counts[A];if(w)for(var E=0;E<S;E++)k[M++]=t.position[2*A],k[M++]=t.position[2*A+1];else for(var L=0;L<S;L++)k[M++]=t.position[A][0],k[M++]=t.position[A][1]}this.position.call?this.position({type:\"float\",data:k}):this.position=this.regl.buffer({type:\"float\",data:k}),u.freeFloat(k)}else this.position.destroy&&this.position.destroy(),this.position={constant:t.position};if(t.text||a){var C=u.mallocUint8(this.count),P=u.mallocFloat(2*this.count);this.textWidth=[];for(var I=0,O=0;I<this.counts.length;I++){for(var z=this.counts[I],D=this.font[I]||this.font[0],R=this.fontAtlas[I]||this.fontAtlas[0],F=0;F<z;F++){var B=this.text.charAt(O),N=this.text.charAt(O-1);if(C[O]=R.ids[B],P[2*O]=D.width[B],F){var j=P[2*O-2],U=P[2*O],V=P[2*O-1]+.5*j+.5*U;if(this.kerning){var H=D.kerning[N+B];H&&(V+=.001*H)}P[2*O+1]=V}else P[2*O+1]=.5*P[2*O];O++}this.textWidth.push(P.length?.5*P[2*O-2]+P[2*O-1]:0)}t.align||(t.align=this.align),this.charBuffer({data:C,type:\"uint8\",usage:\"stream\"}),this.sizeBuffer({data:P,type:\"float\",usage:\"stream\"}),u.freeUint8(C),u.freeFloat(P),r.length&&this.font.forEach((function(t,r){var n=e.fontAtlas[r],i=n.step,a=Math.floor(T.maxAtlasSize/i),o=Math.min(a,n.chars.length),s=Math.ceil(n.chars.length/o),l=x(o*i),u=x(s*i);n.width=l,n.height=u,n.rows=s,n.cols=o,n.em&&n.texture({data:c({canvas:T.atlasCanvas,font:n.fontString,chars:n.chars,shape:[l,u],step:[i,i]})})}))}if(t.align&&(this.align=t.align,this.alignOffset=this.textWidth.map((function(t,r){var n=Array.isArray(e.align)?e.align.length>1?e.align[r]:e.align[0]:e.align;if(\"number\"==typeof n)return n;switch(n){case\"right\":case\"end\":return-t;case\"center\":case\"centre\":case\"middle\":return.5*-t}return 0}))),null==this.baseline&&null==t.baseline&&(t.baseline=0),null!=t.baseline&&(this.baseline=t.baseline,Array.isArray(this.baseline)||(this.baseline=[this.baseline]),this.baselineOffset=this.baseline.map((function(t,r){var n=(e.font[r]||e.font[0]).metrics,i=0;return i+=.5*n.bottom,i+=\"number\"==typeof t?t-n.baseline:-n[t],i*=-1}))),null!=t.color)if(t.color||(t.color=\"transparent\"),\"string\"!=typeof t.color&&isNaN(t.color)){var q;if(\"number\"==typeof t.color[0]&&t.color.length>this.counts.length){var G=t.color.length;q=u.mallocUint8(G);for(var Y=(t.color.subarray||t.color.slice).bind(t.color),W=0;W<G;W+=4)q.set(l(Y(W,W+4),\"uint8\"),W)}else{var X=t.color.length;q=u.mallocUint8(4*X);for(var Z=0;Z<X;Z++)q.set(l(t.color[Z]||0,\"uint8\"),4*Z)}this.color=q}else this.color=l(t.color,\"uint8\");if(t.position||t.text||t.color||t.baseline||t.align||t.font||t.offset||t.opacity)if(this.color.length>4||this.baselineOffset.length>1||this.align&&this.align.length>1||this.fontAtlas.length>1||this.positionOffset.length>2){var J=Math.max(.5*this.position.length||0,.25*this.color.length||0,this.baselineOffset.length||0,this.alignOffset.length||0,this.font.length||0,this.opacity.length||0,.5*this.positionOffset.length||0);this.batch=Array(J);for(var K=0;K<this.batch.length;K++)this.batch[K]={count:this.counts.length>1?this.counts[K]:this.counts[0],offset:this.textOffsets.length>1?this.textOffsets[K]:this.textOffsets[0],color:this.color?this.color.length<=4?this.color:this.color.subarray(4*K,4*K+4):[0,0,0,255],opacity:Array.isArray(this.opacity)?this.opacity[K]:this.opacity,baseline:null!=this.baselineOffset[K]?this.baselineOffset[K]:this.baselineOffset[0],align:this.align?null!=this.alignOffset[K]?this.alignOffset[K]:this.alignOffset[0]:0,atlas:this.fontAtlas[K]||this.fontAtlas[0],positionOffset:this.positionOffset.length>2?this.positionOffset.subarray(2*K,2*K+2):this.positionOffset}}else this.count?this.batch=[{count:this.count,offset:0,color:this.color||[0,0,0,255],opacity:Array.isArray(this.opacity)?this.opacity[0]:this.opacity,baseline:this.baselineOffset[0],align:this.alignOffset?this.alignOffset[0]:0,atlas:this.fontAtlas[0],positionOffset:this.positionOffset}]:this.batch=[]},T.prototype.destroy=function(){},T.prototype.kerning=!0,T.prototype.position={constant:new Float32Array(2)},T.prototype.translate=null,T.prototype.scale=null,T.prototype.font=null,T.prototype.text=\"\",T.prototype.positionOffset=[0,0],T.prototype.opacity=1,T.prototype.color=new Uint8Array([0,0,0,255]),T.prototype.alignOffset=[0,0],T.maxAtlasSize=1024,T.atlasCanvas=document.createElement(\"canvas\"),T.atlasContext=T.atlasCanvas.getContext(\"2d\",{alpha:!1}),T.baseFontSize=64,T.fonts={},e.exports=T},{\"bit-twiddle\":81,\"color-normalize\":89,\"css-font\":99,\"detect-kerning\":125,\"es6-weak-map\":183,\"flatten-vertex-data\":191,\"font-atlas\":192,\"font-measure\":193,\"gl-util/context\":226,\"is-plain-obj\":236,\"object-assign\":247,\"parse-rect\":249,\"parse-unit\":251,\"pick-by-alias\":253,regl:283,\"to-px\":314,\"typedarray-pool\":327}],226:[function(t,e,r){(function(r){(function(){\"use strict\";var n=t(\"pick-by-alias\");function i(t){if(t.container)if(t.container==document.body)document.body.style.width||(t.canvas.width=t.width||t.pixelRatio*r.innerWidth),document.body.style.height||(t.canvas.height=t.height||t.pixelRatio*r.innerHeight);else{var 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r=e.parse(t[1],1,Bt);if(!r)return null;var n=[],i=null;e.expectedType&&\"value\"!==e.expectedType.kind&&(i=e.expectedType);for(var a=1;a<t.length;a+=2){var o=1===a?-1/0:t[a],s=t[a+1],l=a,c=a+1;if(\"number\"!=typeof o)return e.error('Input/output pairs for \"step\" expressions must be defined using literal numeric values (not computed expressions) for the input values.',l);if(n.length&&n[n.length-1][0]>=o)return e.error('Input/output pairs for \"step\" expressions must be arranged with input values in strictly ascending order.',l);var u=e.parse(s,c,i);if(!u)return null;i=i||u.type,n.push([o,u])}return new He(i,r,n)},He.prototype.evaluate=function(t){var e=this.labels,r=this.outputs;if(1===e.length)return r[0].evaluate(t);var n=this.input.evaluate(t);if(n<=e[0])return r[0].evaluate(t);var i=e.length;return n>=e[i-1]?r[i-1].evaluate(t):r[Ve(e,n)].evaluate(t)},He.prototype.eachChild=function(t){t(this.input);for(var e=0,r=this.outputs;e<r.length;e+=1){t(r[e])}},He.prototype.outputDefined=function(){return this.outputs.every((function(t){return t.outputDefined()}))},He.prototype.serialize=function(){for(var t=[\"step\",this.input.serialize()],e=0;e<this.labels.length;e++)e>0&&t.push(this.labels[e]),t.push(this.outputs[e].serialize());return t};var Ge=Object.freeze({__proto__:null,number:qe,color:function(t,e,r){return new te(qe(t.r,e.r,r),qe(t.g,e.g,r),qe(t.b,e.b,r),qe(t.a,e.a,r))},array:function(t,e,r){return t.map((function(t,n){return qe(t,e[n],r)}))}}),Ye=6/29,We=3*Ye*Ye,Xe=Math.PI/180,Ze=180/Math.PI;function Je(t){return t>.008856451679035631?Math.pow(t,1/3):t/We+4/29}function Ke(t){return t>Ye?t*t*t:We*(t-4/29)}function Qe(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function $e(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function tr(t){var e=$e(t.r),r=$e(t.g),n=$e(t.b),i=Je((.4124564*e+.3575761*r+.1804375*n)/.95047),a=Je((.2126729*e+.7151522*r+.072175*n)/1);return{l:116*a-16,a:500*(i-a),b:200*(a-Je((.0193339*e+.119192*r+.9503041*n)/1.08883)),alpha:t.a}}function er(t){var e=(t.l+16)/116,r=isNaN(t.a)?e:e+t.a/500,n=isNaN(t.b)?e:e-t.b/200;return e=1*Ke(e),r=.95047*Ke(r),n=1.08883*Ke(n),new te(Qe(3.2404542*r-1.5371385*e-.4985314*n),Qe(-.969266*r+1.8760108*e+.041556*n),Qe(.0556434*r-.2040259*e+1.0572252*n),t.alpha)}function rr(t,e,r){var n=e-t;return t+r*(n>180||n<-180?n-360*Math.round(n/360):n)}var nr={forward:tr,reverse:er,interpolate:function(t,e,r){return{l:qe(t.l,e.l,r),a:qe(t.a,e.a,r),b:qe(t.b,e.b,r),alpha:qe(t.alpha,e.alpha,r)}}},ir={forward:function(t){var e=tr(t),r=e.l,n=e.a,i=e.b,a=Math.atan2(i,n)*Ze;return{h:a<0?a+360:a,c:Math.sqrt(n*n+i*i),l:r,alpha:t.a}},reverse:function(t){var e=t.h*Xe,r=t.c;return er({l:t.l,a:Math.cos(e)*r,b:Math.sin(e)*r,alpha:t.alpha})},interpolate:function(t,e,r){return{h:rr(t.h,e.h,r),c:qe(t.c,e.c,r),l:qe(t.l,e.l,r),alpha:qe(t.alpha,e.alpha,r)}}},ar=Object.freeze({__proto__:null,lab:nr,hcl:ir}),or=function(t,e,r,n,i){this.type=t,this.operator=e,this.interpolation=r,this.input=n,this.labels=[],this.outputs=[];for(var a=0,o=i;a<o.length;a+=1){var s=o[a],l=s[0],c=s[1];this.labels.push(l),this.outputs.push(c)}};function sr(t,e,r,n){var i=n-r,a=t-r;return 0===i?0:1===e?a/i:(Math.pow(e,a)-1)/(Math.pow(e,i)-1)}or.interpolationFactor=function(t,e,n,i){var a=0;if(\"exponential\"===t.name)a=sr(e,t.base,n,i);else if(\"linear\"===t.name)a=sr(e,1,n,i);else if(\"cubic-bezier\"===t.name){var o=t.controlPoints;a=new r(o[0],o[1],o[2],o[3]).solve(sr(e,1,n,i))}return a},or.parse=function(t,e){var r=t[0],n=t[1],i=t[2],a=t.slice(3);if(!Array.isArray(n)||0===n.length)return e.error(\"Expected an interpolation type expression.\",1);if(\"linear\"===n[0])n={name:\"linear\"};else if(\"exponential\"===n[0]){var o=n[1];if(\"number\"!=typeof o)return e.error(\"Exponential interpolation requires a numeric base.\",1,1);n={name:\"exponential\",base:o}}else{if(\"cubic-bezier\"!==n[0])return e.error(\"Unknown interpolation type \"+String(n[0]),1,0);var s=n.slice(1);if(4!==s.length||s.some((function(t){return\"number\"!=typeof t||t<0||t>1})))return e.error(\"Cubic bezier interpolation requires four numeric arguments with values between 0 and 1.\",1);n={name:\"cubic-bezier\",controlPoints:s}}if(t.length-1<4)return e.error(\"Expected at least 4 arguments, but found only \"+(t.length-1)+\".\");if((t.length-1)%2!=0)return e.error(\"Expected an even number of arguments.\");if(!(i=e.parse(i,2,Bt)))return null;var l=[],c=null;\"interpolate-hcl\"===r||\"interpolate-lab\"===r?c=Ut:e.expectedType&&\"value\"!==e.expectedType.kind&&(c=e.expectedType);for(var u=0;u<a.length;u+=2){var f=a[u],h=a[u+1],p=u+3,d=u+4;if(\"number\"!=typeof f)return e.error('Input/output pairs for 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a=Ve(e,n),o=e[a],s=e[a+1],l=or.interpolationFactor(this.interpolation,n,o,s),c=r[a].evaluate(t),u=r[a+1].evaluate(t);return\"interpolate\"===this.operator?Ge[this.type.kind.toLowerCase()](c,u,l):\"interpolate-hcl\"===this.operator?ir.reverse(ir.interpolate(ir.forward(c),ir.forward(u),l)):nr.reverse(nr.interpolate(nr.forward(c),nr.forward(u),l))},or.prototype.eachChild=function(t){t(this.input);for(var e=0,r=this.outputs;e<r.length;e+=1){t(r[e])}},or.prototype.outputDefined=function(){return this.outputs.every((function(t){return t.outputDefined()}))},or.prototype.serialize=function(){var t;t=\"linear\"===this.interpolation.name?[\"linear\"]:\"exponential\"===this.interpolation.name?1===this.interpolation.base?[\"linear\"]:[\"exponential\",this.interpolation.base]:[\"cubic-bezier\"].concat(this.interpolation.controlPoints);for(var e=[this.operator,t,this.input.serialize()],r=0;r<this.labels.length;r++)e.push(this.labels[r],this.outputs[r].serialize());return e};var lr=function(t,e){this.type=t,this.args=e};lr.parse=function(t,e){if(t.length<2)return e.error(\"Expectected at least one argument.\");var r=null,n=e.expectedType;n&&\"value\"!==n.kind&&(r=n);for(var i=[],a=0,o=t.slice(1);a<o.length;a+=1){var s=o[a],l=e.parse(s,1+i.length,r,void 0,{typeAnnotation:\"omit\"});if(!l)return null;r=r||l.type,i.push(l)}var c=n&&i.some((function(t){return Jt(n,t.type)}));return new lr(c?Ht:r,i)},lr.prototype.evaluate=function(t){for(var e,r=null,n=0,i=0,a=this.args;i<a.length;i+=1){if(n++,(r=a[i].evaluate(t))&&r instanceof ie&&!r.available&&(e||(e=r.name),r=null,n===this.args.length&&(r=e)),null!==r)break}return r},lr.prototype.eachChild=function(t){this.args.forEach(t)},lr.prototype.outputDefined=function(){return this.args.every((function(t){return t.outputDefined()}))},lr.prototype.serialize=function(){var t=[\"coalesce\"];return this.eachChild((function(e){t.push(e.serialize())})),t};var cr=function(t,e){this.type=e.type,this.bindings=[].concat(t),this.result=e};cr.prototype.evaluate=function(t){return this.result.evaluate(t)},cr.prototype.eachChild=function(t){for(var e=0,r=this.bindings;e<r.length;e+=1){t(r[e][1])}t(this.result)},cr.parse=function(t,e){if(t.length<4)return e.error(\"Expected at least 3 arguments, but found \"+(t.length-1)+\" instead.\");for(var r=[],n=1;n<t.length-1;n+=2){var i=t[n];if(\"string\"!=typeof i)return e.error(\"Expected string, but found \"+typeof i+\" instead.\",n);if(/[^a-zA-Z0-9_]/.test(i))return e.error(\"Variable names must contain only alphanumeric characters or '_'.\",n);var a=e.parse(t[n+1],n+1);if(!a)return null;r.push([i,a])}var o=e.parse(t[t.length-1],t.length-1,e.expectedType,r);return o?new cr(r,o):null},cr.prototype.outputDefined=function(){return this.result.outputDefined()},cr.prototype.serialize=function(){for(var t=[\"let\"],e=0,r=this.bindings;e<r.length;e+=1){var n=r[e],i=n[0],a=n[1];t.push(i,a.serialize())}return t.push(this.result.serialize()),t};var ur=function(t,e,r){this.type=t,this.index=e,this.input=r};ur.parse=function(t,e){if(3!==t.length)return e.error(\"Expected 2 arguments, but found \"+(t.length-1)+\" instead.\");var r=e.parse(t[1],1,Bt),n=e.parse(t[2],2,Wt(e.expectedType||Ht));if(!r||!n)return null;var i=n.type;return new ur(i.itemType,r,n)},ur.prototype.evaluate=function(t){var e=this.index.evaluate(t),r=this.input.evaluate(t);if(e<0)throw new ue(\"Array index out of bounds: \"+e+\" < 0.\");if(e>=r.length)throw new ue(\"Array index out of bounds: \"+e+\" > \"+(r.length-1)+\".\");if(e!==Math.floor(e))throw new ue(\"Array index must be an integer, but found \"+e+\" instead.\");return r[e]},ur.prototype.eachChild=function(t){t(this.index),t(this.input)},ur.prototype.outputDefined=function(){return!1},ur.prototype.serialize=function(){return[\"at\",this.index.serialize(),this.input.serialize()]};var fr=function(t,e){this.type=jt,this.needle=t,this.haystack=e};fr.parse=function(t,e){if(3!==t.length)return e.error(\"Expected 2 arguments, but found \"+(t.length-1)+\" instead.\");var r=e.parse(t[1],1,Ht),n=e.parse(t[2],2,Ht);return r&&n?Kt(r.type,[jt,Nt,Bt,Ft,Ht])?new fr(r,n):e.error(\"Expected first argument to be of type boolean, string, number or null, but found \"+Xt(r.type)+\" instead\"):null},fr.prototype.evaluate=function(t){var e=this.needle.evaluate(t),r=this.haystack.evaluate(t);if(!r)return!1;if(!Qt(e,[\"boolean\",\"string\",\"number\",\"null\"]))throw new ue(\"Expected first argument to be of type boolean, string, number or null, but found \"+Xt(se(e))+\" instead.\");if(!Qt(r,[\"string\",\"array\"]))throw new ue(\"Expected second argument to be of type array or string, but found \"+Xt(se(r))+\" instead.\");return r.indexOf(e)>=0},fr.prototype.eachChild=function(t){t(this.needle),t(this.haystack)},fr.prototype.outputDefined=function(){return!0},fr.prototype.serialize=function(){return[\"in\",this.needle.serialize(),this.haystack.serialize()]};var hr=function(t,e,r){this.type=Bt,this.needle=t,this.haystack=e,this.fromIndex=r};hr.parse=function(t,e){if(t.length<=2||t.length>=5)return e.error(\"Expected 3 or 4 arguments, but found \"+(t.length-1)+\" instead.\");var r=e.parse(t[1],1,Ht),n=e.parse(t[2],2,Ht);if(!r||!n)return null;if(!Kt(r.type,[jt,Nt,Bt,Ft,Ht]))return e.error(\"Expected first argument to be of type boolean, string, number or null, but found \"+Xt(r.type)+\" instead\");if(4===t.length){var i=e.parse(t[3],3,Bt);return i?new hr(r,n,i):null}return new hr(r,n)},hr.prototype.evaluate=function(t){var e=this.needle.evaluate(t),r=this.haystack.evaluate(t);if(!Qt(e,[\"boolean\",\"string\",\"number\",\"null\"]))throw new ue(\"Expected first argument to be of type boolean, string, number or null, but found \"+Xt(se(e))+\" instead.\");if(!Qt(r,[\"string\",\"array\"]))throw new ue(\"Expected second argument to be of type array or string, but found \"+Xt(se(r))+\" instead.\");if(this.fromIndex){var n=this.fromIndex.evaluate(t);return r.indexOf(e,n)}return r.indexOf(e)},hr.prototype.eachChild=function(t){t(this.needle),t(this.haystack),this.fromIndex&&t(this.fromIndex)},hr.prototype.outputDefined=function(){return!1},hr.prototype.serialize=function(){if(null!=this.fromIndex&&void 0!==this.fromIndex){var t=this.fromIndex.serialize();return[\"index-of\",this.needle.serialize(),this.haystack.serialize(),t]}return[\"index-of\",this.needle.serialize(),this.haystack.serialize()]};var pr=function(t,e,r,n,i,a){this.inputType=t,this.type=e,this.input=r,this.cases=n,this.outputs=i,this.otherwise=a};pr.parse=function(t,e){if(t.length<5)return e.error(\"Expected at least 4 arguments, but found only \"+(t.length-1)+\".\");if(t.length%2!=1)return e.error(\"Expected an even number of 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g?\"value\"!==d.type.kind&&e.concat(1).checkSubtype(r,d.type)?null:new pr(r,n,d,i,a,g):null},pr.prototype.evaluate=function(t){var e=this.input.evaluate(t);return(se(e)===this.inputType&&this.outputs[this.cases[e]]||this.otherwise).evaluate(t)},pr.prototype.eachChild=function(t){t(this.input),this.outputs.forEach(t),t(this.otherwise)},pr.prototype.outputDefined=function(){return this.outputs.every((function(t){return t.outputDefined()}))&&this.otherwise.outputDefined()},pr.prototype.serialize=function(){for(var t=this,e=[\"match\",this.input.serialize()],r=[],n={},i=0,a=Object.keys(this.cases).sort();i<a.length;i+=1){var o=a[i];void 0===(f=n[this.cases[o]])?(n[this.cases[o]]=r.length,r.push([this.cases[o],[o]])):r[f][1].push(o)}for(var s=function(e){return\"number\"===t.inputType.kind?Number(e):e},l=0,c=r;l<c.length;l+=1){var u=c[l],f=u[0],h=u[1];1===h.length?e.push(s(h[0])):e.push(h.map(s)),e.push(this.outputs[outputIndex$1].serialize())}return e.push(this.otherwise.serialize()),e};var dr=function(t,e,r){this.type=t,this.branches=e,this.otherwise=r};dr.parse=function(t,e){if(t.length<4)return e.error(\"Expected at least 3 arguments, but found only \"+(t.length-1)+\".\");if(t.length%2!=0)return e.error(\"Expected an odd number of arguments.\");var r;e.expectedType&&\"value\"!==e.expectedType.kind&&(r=e.expectedType);for(var n=[],i=1;i<t.length-1;i+=2){var a=e.parse(t[i],i,jt);if(!a)return null;var o=e.parse(t[i+1],i+1,r);if(!o)return null;n.push([a,o]),r=r||o.type}var s=e.parse(t[t.length-1],t.length-1,r);return s?new dr(r,n,s):null},dr.prototype.evaluate=function(t){for(var e=0,r=this.branches;e<r.length;e+=1){var n=r[e],i=n[0],a=n[1];if(i.evaluate(t))return a.evaluate(t)}return this.otherwise.evaluate(t)},dr.prototype.eachChild=function(t){for(var e=0,r=this.branches;e<r.length;e+=1){var n=r[e],i=n[0],a=n[1];t(i),t(a)}t(this.otherwise)},dr.prototype.outputDefined=function(){return this.branches.every((function(t){t[0];return 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or?a.interpolation:void 0;return Ir(new Zr(n?\"camera\":\"composite\",t.value,a.labels,o))}Zr.prototype.evaluateWithoutErrorHandling=function(t,e,r,n,i,a){return this._styleExpression.evaluateWithoutErrorHandling(t,e,r,n,i,a)},Zr.prototype.evaluate=function(t,e,r,n,i,a){return this._styleExpression.evaluate(t,e,r,n,i,a)},Zr.prototype.interpolationFactor=function(t,e,r){return this.interpolationType?or.interpolationFactor(this.interpolationType,t,e,r):0};var Kr=function(t,e){this._parameters=t,this._specification=e,It(this,function t(e,r){var n,i,a,o=\"color\"===r.type,s=e.stops&&\"object\"==typeof e.stops[0][0],l=s||void 0!==e.property,c=s||!l,u=e.type||(Rr(r)?\"exponential\":\"interval\");if(o&&((e=It({},e)).stops&&(e.stops=e.stops.map((function(t){return[t[0],te.parse(t[1])]}))),e.default?e.default=te.parse(e.default):e.default=te.parse(r.default)),e.colorSpace&&\"rgb\"!==e.colorSpace&&!ar[e.colorSpace])throw new Error(\"Unknown color space: 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n&&r<n.minimum?[new Ct(e,r,r+\" is less than the minimum value \"+n.minimum)]:\"maximum\"in n&&r>n.maximum?[new Ct(e,r,r+\" is greater than the maximum value \"+n.maximum)]:[]}function en(t){var e,r,n,i=t.valueSpec,a=Ot(t.value.type),o={},s=\"categorical\"!==a&&void 0===t.value.property,l=!s,c=\"array\"===Fr(t.value.stops)&&\"array\"===Fr(t.value.stops[0])&&\"object\"===Fr(t.value.stops[0][0]),u=Qr({key:t.key,value:t.value,valueSpec:t.styleSpec.function,style:t.style,styleSpec:t.styleSpec,objectElementValidators:{stops:function(t){if(\"identity\"===a)return[new Ct(t.key,t.value,'identity function may not have a \"stops\" property')];var e=[],r=t.value;e=e.concat($r({key:t.key,value:r,valueSpec:t.valueSpec,style:t.style,styleSpec:t.styleSpec,arrayElementValidator:f})),\"array\"===Fr(r)&&0===r.length&&e.push(new Ct(t.key,r,\"array must have at least one stop\"));return e},default:function(t){return kn({key:t.key,value:t.value,valueSpec:i,style:t.style,styleSpec:t.styleSpec})}}});return\"identity\"===a&&s&&u.push(new Ct(t.key,t.value,'missing required property \"property\"')),\"identity\"===a||t.value.stops||u.push(new Ct(t.key,t.value,'missing required property \"stops\"')),\"exponential\"===a&&t.valueSpec.expression&&!Rr(t.valueSpec)&&u.push(new Ct(t.key,t.value,\"exponential functions not supported\")),t.styleSpec.$version>=8&&(l&&!zr(t.valueSpec)?u.push(new Ct(t.key,t.value,\"property functions not supported\")):s&&!Dr(t.valueSpec)&&u.push(new Ct(t.key,t.value,\"zoom functions not supported\"))),\"categorical\"!==a&&!c||void 0!==t.value.property||u.push(new Ct(t.key,t.value,'\"property\" property is required')),u;function f(t){var e=[],a=t.value,s=t.key;if(\"array\"!==Fr(a))return[new Ct(s,a,\"array expected, \"+Fr(a)+\" found\")];if(2!==a.length)return[new Ct(s,a,\"array length 2 expected, length \"+a.length+\" found\")];if(c){if(\"object\"!==Fr(a[0]))return[new Ct(s,a,\"object expected, \"+Fr(a[0])+\" found\")];if(void 0===a[0].zoom)return[new Ct(s,a,\"object stop key must have zoom\")];if(void 0===a[0].value)return[new Ct(s,a,\"object stop key must have value\")];if(n&&n>Ot(a[0].zoom))return[new Ct(s,a[0].zoom,\"stop zoom values must appear in ascending order\")];Ot(a[0].zoom)!==n&&(n=Ot(a[0].zoom),r=void 0,o={}),e=e.concat(Qr({key:s+\"[0]\",value:a[0],valueSpec:{zoom:{}},style:t.style,styleSpec:t.styleSpec,objectElementValidators:{zoom:tn,value:h}}))}else e=e.concat(h({key:s+\"[0]\",value:a[0],valueSpec:{},style:t.style,styleSpec:t.styleSpec},a));return Yr(zt(a[1]))?e.concat([new Ct(s+\"[1]\",a[1],\"expressions are not allowed in function stops.\")]):e.concat(kn({key:s+\"[1]\",value:a[1],valueSpec:i,style:t.style,styleSpec:t.styleSpec}))}function h(t,n){var s=Fr(t.value),l=Ot(t.value),c=null!==t.value?t.value:n;if(e){if(s!==e)return[new Ct(t.key,c,s+\" stop domain type must match previous stop domain type \"+e)]}else e=s;if(\"number\"!==s&&\"string\"!==s&&\"boolean\"!==s)return[new Ct(t.key,c,\"stop domain value must be a number, string, or boolean\")];if(\"number\"!==s&&\"categorical\"!==a){var u=\"number expected, \"+s+\" found\";return zr(i)&&void 0===a&&(u+='\\nIf you intended to use a categorical function, specify `\"type\": \"categorical\"`.'),[new Ct(t.key,c,u)]}return\"categorical\"!==a||\"number\"!==s||isFinite(l)&&Math.floor(l)===l?\"categorical\"!==a&&\"number\"===s&&void 0!==r&&l<r?[new Ct(t.key,c,\"stop domain values must appear in ascending order\")]:(r=l,\"categorical\"===a&&l in o?[new Ct(t.key,c,\"stop domain values must be unique\")]:(o[l]=!0,[])):[new Ct(t.key,c,\"integer expected, found \"+l)]}}function rn(t){var e=(\"property\"===t.expressionContext?Jr:Wr)(zt(t.value),t.valueSpec);if(\"error\"===e.result)return e.value.map((function(e){return new Ct(\"\"+t.key+e.key,t.value,e.message)}));var r=e.value.expression||e.value._styleExpression.expression;if(\"property\"===t.expressionContext&&\"text-font\"===t.propertyKey&&!r.outputDefined())return[new Ct(t.key,t.value,'Invalid data expression for \"'+t.propertyKey+'\". Output values must be contained as literals within the expression.')];if(\"property\"===t.expressionContext&&\"layout\"===t.propertyType&&!Be(r))return[new Ct(t.key,t.value,'\"feature-state\" data expressions are not supported with layout properties.')];if(\"filter\"===t.expressionContext&&!Be(r))return[new Ct(t.key,t.value,'\"feature-state\" data expressions are not supported with filters.')];if(t.expressionContext&&0===t.expressionContext.indexOf(\"cluster\")){if(!Ne(r,[\"zoom\",\"feature-state\"]))return[new Ct(t.key,t.value,'\"zoom\" and \"feature-state\" expressions are not supported with cluster properties.')];if(\"cluster-initial\"===t.expressionContext&&!Fe(r))return[new Ct(t.key,t.value,\"Feature data expressions are not supported with initial expression part of cluster properties.\")]}return[]}function nn(t){var e=t.key,r=t.value,n=t.valueSpec,i=[];return Array.isArray(n.values)?-1===n.values.indexOf(Ot(r))&&i.push(new Ct(e,r,\"expected one of [\"+n.values.join(\", \")+\"], 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on={type:\"boolean\",default:!1,transition:!1,\"property-type\":\"data-driven\",expression:{interpolated:!1,parameters:[\"zoom\",\"feature\"]}};function sn(t){if(null==t)return{filter:function(){return!0},needGeometry:!1};an(t)||(t=cn(t));var e=Wr(t,on);if(\"error\"===e.result)throw new Error(e.value.map((function(t){return t.key+\": \"+t.message})).join(\", \"));return{filter:function(t,r,n){return e.value.evaluate(t,r,{},n)},needGeometry:function t(e){if(!Array.isArray(e))return!1;if(\"within\"===e[0])return!0;for(var r=1;r<e.length;r++)if(t(e[r]))return!0;return!1}(t)}}function ln(t,e){return t<e?-1:t>e?1:0}function cn(t){if(!t)return!0;var e,r=t[0];return t.length<=1?\"any\"!==r:\"==\"===r?un(t[1],t[2],\"==\"):\"!=\"===r?pn(un(t[1],t[2],\"==\")):\"<\"===r||\">\"===r||\"<=\"===r||\">=\"===r?un(t[1],t[2],r):\"any\"===r?(e=t.slice(1),[\"any\"].concat(e.map(cn))):\"all\"===r?[\"all\"].concat(t.slice(1).map(cn)):\"none\"===r?[\"all\"].concat(t.slice(1).map(cn).map(pn)):\"in\"===r?fn(t[1],t.slice(2)):\"!in\"===r?pn(fn(t[1],t.slice(2))):\"has\"===r?hn(t[1]):\"!has\"===r?pn(hn(t[1])):\"within\"!==r||t}function un(t,e,r){switch(t){case\"$type\":return[\"filter-type-\"+r,e];case\"$id\":return[\"filter-id-\"+r,e];default:return[\"filter-\"+r,t,e]}}function fn(t,e){if(0===e.length)return!1;switch(t){case\"$type\":return[\"filter-type-in\",[\"literal\",e]];case\"$id\":return[\"filter-id-in\",[\"literal\",e]];default:return e.length>200&&!e.some((function(t){return typeof t!=typeof e[0]}))?[\"filter-in-large\",t,[\"literal\",e.sort(ln)]]:[\"filter-in-small\",t,[\"literal\",e]]}}function hn(t){switch(t){case\"$type\":return!0;case\"$id\":return[\"filter-has-id\"];default:return[\"filter-has\",t]}}function pn(t){return[\"!\",t]}function dn(t){return an(zt(t.value))?rn(It({},t,{expressionContext:\"filter\",valueSpec:{value:\"boolean\"}})):function t(e){var r=e.value,n=e.key;if(\"array\"!==Fr(r))return[new Ct(n,r,\"array expected, \"+Fr(r)+\" found\")];var i,a=e.styleSpec,o=[];if(r.length<1)return[new Ct(n,r,\"filter array must have at least 1 element\")];switch(o=o.concat(nn({key:n+\"[0]\",value:r[0],valueSpec:a.filter_operator,style:e.style,styleSpec:e.styleSpec})),Ot(r[0])){case\"<\":case\"<=\":case\">\":case\">=\":r.length>=2&&\"$type\"===Ot(r[1])&&o.push(new Ct(n,r,'\"$type\" cannot be use with operator \"'+r[0]+'\"'));case\"==\":case\"!=\":3!==r.length&&o.push(new Ct(n,r,'filter array for operator \"'+r[0]+'\" must have 3 elements'));case\"in\":case\"!in\":r.length>=2&&\"string\"!==(i=Fr(r[1]))&&o.push(new Ct(n+\"[1]\",r[1],\"string expected, \"+i+\" 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r=t.key,n=t.style,i=t.styleSpec,a=t.value,o=t.objectKey,s=i[e+\"_\"+t.layerType];if(!s)return[];var l=o.match(/^(.*)-transition$/);if(\"paint\"===e&&l&&s[l[1]]&&s[l[1]].transition)return kn({key:r,value:a,valueSpec:i.transition,style:n,styleSpec:i});var c,u=t.valueSpec||s[o];if(!u)return[new Ct(r,a,'unknown property \"'+o+'\"')];if(\"string\"===Fr(a)&&zr(u)&&!u.tokens&&(c=/^{([^}]+)}$/.exec(a)))return[new Ct(r,a,'\"'+o+'\" does not support interpolation syntax\\nUse an identity property function instead: `{ \"type\": \"identity\", \"property\": '+JSON.stringify(c[1])+\" }`.\")];var f=[];return\"symbol\"===t.layerType&&(\"text-field\"===o&&n&&!n.glyphs&&f.push(new Ct(r,a,'use of \"text-field\" requires a style \"glyphs\" property')),\"text-font\"===o&&Br(zt(a))&&\"identity\"===Ot(a.type)&&f.push(new Ct(r,a,'\"text-font\" does not support identity 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Kr(t,e);if(Yr(t)){var r=Jr(t,e);if(\"error\"===r.result)throw new Error(r.value.map((function(t){return t.key+\": \"+t.message})).join(\", \"));return r.value}var n=t;return\"string\"==typeof t&&\"color\"===e.type&&(n=te.parse(t)),{kind:\"constant\",evaluate:function(){return n}}}(void 0===e?t.specification.default:e,t.specification)};di.prototype.isDataDriven=function(){return\"source\"===this.expression.kind||\"composite\"===this.expression.kind},di.prototype.possiblyEvaluate=function(t,e,r){return this.property.possiblyEvaluate(this,t,e,r)};var gi=function(t){this.property=t,this.value=new di(t,void 0)};gi.prototype.transitioned=function(t,e){return new vi(this.property,this.value,e,u({},t.transition,this.transition),t.now)},gi.prototype.untransitioned=function(){return new vi(this.property,this.value,null,{},0)};var mi=function(t){this._properties=t,this._values=Object.create(t.defaultTransitionablePropertyValues)};mi.prototype.getValue=function(t){return x(this._values[t].value.value)},mi.prototype.setValue=function(t,e){this._values.hasOwnProperty(t)||(this._values[t]=new gi(this._values[t].property)),this._values[t].value=new di(this._values[t].property,null===e?void 0:x(e))},mi.prototype.getTransition=function(t){return x(this._values[t].transition)},mi.prototype.setTransition=function(t,e){this._values.hasOwnProperty(t)||(this._values[t]=new gi(this._values[t].property)),this._values[t].transition=x(e)||void 0},mi.prototype.serialize=function(){for(var t={},e=0,r=Object.keys(this._values);e<r.length;e+=1){var n=r[e],i=this.getValue(n);void 0!==i&&(t[n]=i);var a=this.getTransition(n);void 0!==a&&(t[n+\"-transition\"]=a)}return t},mi.prototype.transitioned=function(t,e){for(var r=new yi(this._properties),n=0,i=Object.keys(this._values);n<i.length;n+=1){var a=i[n];r._values[a]=this._values[a].transitioned(t,e._values[a])}return r},mi.prototype.untransitioned=function(){for(var t=new yi(this._properties),e=0,r=Object.keys(this._values);e<r.length;e+=1){var n=r[e];t._values[n]=this._values[n].untransitioned()}return t};var vi=function(t,e,r,n,i){this.property=t,this.value=e,this.begin=i+n.delay||0,this.end=this.begin+n.duration||0,t.specification.transition&&(n.delay||n.duration)&&(this.prior=r)};vi.prototype.possiblyEvaluate=function(t,e,r){var n=t.now||0,i=this.value.possiblyEvaluate(t,e,r),a=this.prior;if(a){if(n>this.end)return this.prior=null,i;if(this.value.isDataDriven())return this.prior=null,i;if(n<this.begin)return a.possiblyEvaluate(t,e,r);var o=(n-this.begin)/(this.end-this.begin);return this.property.interpolate(a.possiblyEvaluate(t,e,r),i,function(t){if(t<=0)return 0;if(t>=1)return 1;var e=t*t,r=e*t;return 4*(t<.5?r:3*(t-e)+r-.75)}(o))}return i};var yi=function(t){this._properties=t,this._values=Object.create(t.defaultTransitioningPropertyValues)};yi.prototype.possiblyEvaluate=function(t,e,r){for(var n=new _i(this._properties),i=0,a=Object.keys(this._values);i<a.length;i+=1){var o=a[i];n._values[o]=this._values[o].possiblyEvaluate(t,e,r)}return n},yi.prototype.hasTransition=function(){for(var t=0,e=Object.keys(this._values);t<e.length;t+=1){var r=e[t];if(this._values[r].prior)return!0}return!1};var xi=function(t){this._properties=t,this._values=Object.create(t.defaultPropertyValues)};xi.prototype.getValue=function(t){return x(this._values[t].value)},xi.prototype.setValue=function(t,e){this._values[t]=new di(this._values[t].property,null===e?void 0:x(e))},xi.prototype.serialize=function(){for(var t={},e=0,r=Object.keys(this._values);e<r.length;e+=1){var n=r[e],i=this.getValue(n);void 0!==i&&(t[n]=i)}return t},xi.prototype.possiblyEvaluate=function(t,e,r){for(var n=new _i(this._properties),i=0,a=Object.keys(this._values);i<a.length;i+=1){var o=a[i];n._values[o]=this._values[o].possiblyEvaluate(t,e,r)}return n};var bi=function(t,e,r){this.property=t,this.value=e,this.parameters=r};bi.prototype.isConstant=function(){return\"constant\"===this.value.kind},bi.prototype.constantOr=function(t){return\"constant\"===this.value.kind?this.value.value:t},bi.prototype.evaluate=function(t,e,r,n){return this.property.evaluate(this.value,this.parameters,t,e,r,n)};var _i=function(t){this._properties=t,this._values=Object.create(t.defaultPossiblyEvaluatedValues)};_i.prototype.get=function(t){return this._values[t]};var wi=function(t){this.specification=t};wi.prototype.possiblyEvaluate=function(t,e){return t.expression.evaluate(e)},wi.prototype.interpolate=function(t,e,r){var n=Ge[this.specification.type];return n?n(t,e,r):t};var Ti=function(t,e){this.specification=t,this.overrides=e};Ti.prototype.possiblyEvaluate=function(t,e,r,n){return\"constant\"===t.expression.kind||\"camera\"===t.expression.kind?new bi(this,{kind:\"constant\",value:t.expression.evaluate(e,null,{},r,n)},e):new bi(this,t.expression,e)},Ti.prototype.interpolate=function(t,e,r){if(\"constant\"!==t.value.kind||\"constant\"!==e.value.kind)return t;if(void 0===t.value.value||void 0===e.value.value)return new bi(this,{kind:\"constant\",value:void 0},t.parameters);var n=Ge[this.specification.type];return n?new bi(this,{kind:\"constant\",value:n(t.value.value,e.value.value,r)},t.parameters):t},Ti.prototype.evaluate=function(t,e,r,n,i,a){return\"constant\"===t.kind?t.value:t.evaluate(e,r,n,i,a)};var ki=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.possiblyEvaluate=function(t,e,r,n){if(void 0===t.value)return new bi(this,{kind:\"constant\",value:void 0},e);if(\"constant\"===t.expression.kind){var i=t.expression.evaluate(e,null,{},r,n),a=\"resolvedImage\"===t.property.specification.type&&\"string\"!=typeof i?i.name:i,o=this._calculate(a,a,a,e);return new bi(this,{kind:\"constant\",value:o},e)}if(\"camera\"===t.expression.kind){var s=this._calculate(t.expression.evaluate({zoom:e.zoom-1}),t.expression.evaluate({zoom:e.zoom}),t.expression.evaluate({zoom:e.zoom+1}),e);return new bi(this,{kind:\"constant\",value:s},e)}return new bi(this,t.expression,e)},e.prototype.evaluate=function(t,e,r,n,i,a){if(\"source\"===t.kind){var o=t.evaluate(e,r,n,i,a);return this._calculate(o,o,o,e)}return\"composite\"===t.kind?this._calculate(t.evaluate({zoom:Math.floor(e.zoom)-1},r,n),t.evaluate({zoom:Math.floor(e.zoom)},r,n),t.evaluate({zoom:Math.floor(e.zoom)+1},r,n),e):t.value},e.prototype._calculate=function(t,e,r,n){return n.zoom>n.zoomHistory.lastIntegerZoom?{from:t,to:e}:{from:r,to:e}},e.prototype.interpolate=function(t){return t},e}(Ti),Ai=function(t){this.specification=t};Ai.prototype.possiblyEvaluate=function(t,e,r,n){if(void 0!==t.value){if(\"constant\"===t.expression.kind){var i=t.expression.evaluate(e,null,{},r,n);return this._calculate(i,i,i,e)}return this._calculate(t.expression.evaluate(new pi(Math.floor(e.zoom-1),e)),t.expression.evaluate(new pi(Math.floor(e.zoom),e)),t.expression.evaluate(new pi(Math.floor(e.zoom+1),e)),e)}},Ai.prototype._calculate=function(t,e,r,n){return n.zoom>n.zoomHistory.lastIntegerZoom?{from:t,to:e}:{from:r,to:e}},Ai.prototype.interpolate=function(t){return t};var Mi=function(t){this.specification=t};Mi.prototype.possiblyEvaluate=function(t,e,r,n){return!!t.expression.evaluate(e,null,{},r,n)},Mi.prototype.interpolate=function(){return!1};var Si=function(t){for(var e in this.properties=t,this.defaultPropertyValues={},this.defaultTransitionablePropertyValues={},this.defaultTransitioningPropertyValues={},this.defaultPossiblyEvaluatedValues={},this.overridableProperties=[],t){var r=t[e];r.specification.overridable&&this.overridableProperties.push(e);var n=this.defaultPropertyValues[e]=new di(r,void 0),i=this.defaultTransitionablePropertyValues[e]=new gi(r);this.defaultTransitioningPropertyValues[e]=i.untransitioned(),this.defaultPossiblyEvaluatedValues[e]=n.possiblyEvaluate({})}};Nn(\"DataDrivenProperty\",Ti),Nn(\"DataConstantProperty\",wi),Nn(\"CrossFadedDataDrivenProperty\",ki),Nn(\"CrossFadedProperty\",Ai),Nn(\"ColorRampProperty\",Mi);var Ei=function(t){function e(e,r){if(t.call(this),this.id=e.id,this.type=e.type,this._featureFilter={filter:function(){return!0},needGeometry:!1},\"custom\"!==e.type&&(e=e,this.metadata=e.metadata,this.minzoom=e.minzoom,this.maxzoom=e.maxzoom,\"background\"!==e.type&&(this.source=e.source,this.sourceLayer=e[\"source-layer\"],this.filter=e.filter),r.layout&&(this._unevaluatedLayout=new xi(r.layout)),r.paint)){for(var n in this._transitionablePaint=new mi(r.paint),e.paint)this.setPaintProperty(n,e.paint[n],{validate:!1});for(var i in e.layout)this.setLayoutProperty(i,e.layout[i],{validate:!1});this._transitioningPaint=this._transitionablePaint.untransitioned(),this.paint=new _i(r.paint)}}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.getCrossfadeParameters=function(){return this._crossfadeParameters},e.prototype.getLayoutProperty=function(t){return\"visibility\"===t?this.visibility:this._unevaluatedLayout.getValue(t)},e.prototype.setLayoutProperty=function(t,e,r){if(void 0===r&&(r={}),null!=e){var n=\"layers.\"+this.id+\".layout.\"+t;if(this._validate(In,n,t,e,r))return}\"visibility\"!==t?this._unevaluatedLayout.setValue(t,e):this.visibility=e},e.prototype.getPaintProperty=function(t){return m(t,\"-transition\")?this._transitionablePaint.getTransition(t.slice(0,-\"-transition\".length)):this._transitionablePaint.getValue(t)},e.prototype.setPaintProperty=function(t,e,r){if(void 0===r&&(r={}),null!=e){var n=\"layers.\"+this.id+\".paint.\"+t;if(this._validate(Pn,n,t,e,r))return!1}if(m(t,\"-transition\"))return this._transitionablePaint.setTransition(t.slice(0,-\"-transition\".length),e||void 0),!1;var i=this._transitionablePaint._values[t],a=\"cross-faded-data-driven\"===i.property.specification[\"property-type\"],o=i.value.isDataDriven(),s=i.value;this._transitionablePaint.setValue(t,e),this._handleSpecialPaintPropertyUpdate(t);var l=this._transitionablePaint._values[t].value;return l.isDataDriven()||o||a||this._handleOverridablePaintPropertyUpdate(t,s,l)},e.prototype._handleSpecialPaintPropertyUpdate=function(t){},e.prototype._handleOverridablePaintPropertyUpdate=function(t,e,r){return!1},e.prototype.isHidden=function(t){return!!(this.minzoom&&t<this.minzoom)||(!!(this.maxzoom&&t>=this.maxzoom)||\"none\"===this.visibility)},e.prototype.updateTransitions=function(t){this._transitioningPaint=this._transitionablePaint.transitioned(t,this._transitioningPaint)},e.prototype.hasTransition=function(){return this._transitioningPaint.hasTransition()},e.prototype.recalculate=function(t,e){t.getCrossfadeParameters&&(this._crossfadeParameters=t.getCrossfadeParameters()),this._unevaluatedLayout&&(this.layout=this._unevaluatedLayout.possiblyEvaluate(t,void 0,e)),this.paint=this._transitioningPaint.possiblyEvaluate(t,void 0,e)},e.prototype.serialize=function(){var t={id:this.id,type:this.type,source:this.source,\"source-layer\":this.sourceLayer,metadata:this.metadata,minzoom:this.minzoom,maxzoom:this.maxzoom,filter:this.filter,layout:this._unevaluatedLayout&&this._unevaluatedLayout.serialize(),paint:this._transitionablePaint&&this._transitionablePaint.serialize()};return this.visibility&&(t.layout=t.layout||{},t.layout.visibility=this.visibility),y(t,(function(t,e){return!(void 0===t||\"layout\"===e&&!Object.keys(t).length||\"paint\"===e&&!Object.keys(t).length)}))},e.prototype._validate=function(t,e,r,n,i){return void 0===i&&(i={}),(!i||!1!==i.validate)&&On(this,t.call(Ln,{key:e,layerType:this.type,objectKey:r,value:n,styleSpec:Lt,style:{glyphs:!0,sprite:!0}}))},e.prototype.is3D=function(){return!1},e.prototype.isTileClipped=function(){return!1},e.prototype.hasOffscreenPass=function(){return!1},e.prototype.resize=function(){},e.prototype.isStateDependent=function(){for(var t in this.paint._values){var e=this.paint.get(t);if(e instanceof bi&&zr(e.property.specification)&&((\"source\"===e.value.kind||\"composite\"===e.value.kind)&&e.value.isStateDependent))return!0}return!1},e}(Et),Li={Int8:Int8Array,Uint8:Uint8Array,Int16:Int16Array,Uint16:Uint16Array,Int32:Int32Array,Uint32:Uint32Array,Float32:Float32Array},Ci=function(t,e){this._structArray=t,this._pos1=e*this.size,this._pos2=this._pos1/2,this._pos4=this._pos1/4,this._pos8=this._pos1/8},Pi=function(){this.isTransferred=!1,this.capacity=-1,this.resize(0)};function Ii(t,e){void 0===e&&(e=1);var r=0,n=0;return{members:t.map((function(t){var i,a=(i=t.type,Li[i].BYTES_PER_ELEMENT),o=r=Oi(r,Math.max(e,a)),s=t.components||1;return n=Math.max(n,a),r+=a*s,{name:t.name,type:t.type,components:s,offset:o}})),size:Oi(r,Math.max(n,e)),alignment:e}}function Oi(t,e){return Math.ceil(t/e)*e}Pi.serialize=function(t,e){return t._trim(),e&&(t.isTransferred=!0,e.push(t.arrayBuffer)),{length:t.length,arrayBuffer:t.arrayBuffer}},Pi.deserialize=function(t){var e=Object.create(this.prototype);return e.arrayBuffer=t.arrayBuffer,e.length=t.length,e.capacity=t.arrayBuffer.byteLength/e.bytesPerElement,e._refreshViews(),e},Pi.prototype._trim=function(){this.length!==this.capacity&&(this.capacity=this.length,this.arrayBuffer=this.arrayBuffer.slice(0,this.length*this.bytesPerElement),this._refreshViews())},Pi.prototype.clear=function(){this.length=0},Pi.prototype.resize=function(t){this.reserve(t),this.length=t},Pi.prototype.reserve=function(t){if(t>this.capacity){this.capacity=Math.max(t,Math.floor(5*this.capacity),128),this.arrayBuffer=new ArrayBuffer(this.capacity*this.bytesPerElement);var e=this.uint8;this._refreshViews(),e&&this.uint8.set(e)}},Pi.prototype._refreshViews=function(){throw new Error(\"_refreshViews() must be implemented by each concrete StructArray layout\")};var zi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e){var r=this.length;return this.resize(r+1),this.emplace(r,t,e)},e.prototype.emplace=function(t,e,r){var n=2*t;return this.int16[n+0]=e,this.int16[n+1]=r,t},e}(Pi);zi.prototype.bytesPerElement=4,Nn(\"StructArrayLayout2i4\",zi);var Di=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n){var i=this.length;return this.resize(i+1),this.emplace(i,t,e,r,n)},e.prototype.emplace=function(t,e,r,n,i){var a=4*t;return this.int16[a+0]=e,this.int16[a+1]=r,this.int16[a+2]=n,this.int16[a+3]=i,t},e}(Pi);Di.prototype.bytesPerElement=8,Nn(\"StructArrayLayout4i8\",Di);var Ri=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a){var o=this.length;return this.resize(o+1),this.emplace(o,t,e,r,n,i,a)},e.prototype.emplace=function(t,e,r,n,i,a,o){var s=6*t;return this.int16[s+0]=e,this.int16[s+1]=r,this.int16[s+2]=n,this.int16[s+3]=i,this.int16[s+4]=a,this.int16[s+5]=o,t},e}(Pi);Ri.prototype.bytesPerElement=12,Nn(\"StructArrayLayout2i4i12\",Ri);var Fi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a){var o=this.length;return this.resize(o+1),this.emplace(o,t,e,r,n,i,a)},e.prototype.emplace=function(t,e,r,n,i,a,o){var s=4*t,l=8*t;return this.int16[s+0]=e,this.int16[s+1]=r,this.uint8[l+4]=n,this.uint8[l+5]=i,this.uint8[l+6]=a,this.uint8[l+7]=o,t},e}(Pi);Fi.prototype.bytesPerElement=8,Nn(\"StructArrayLayout2i4ub8\",Fi);var Bi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a,o,s,l,c){var u=this.length;return this.resize(u+1),this.emplace(u,t,e,r,n,i,a,o,s,l,c)},e.prototype.emplace=function(t,e,r,n,i,a,o,s,l,c,u){var f=9*t,h=18*t;return this.uint16[f+0]=e,this.uint16[f+1]=r,this.uint16[f+2]=n,this.uint16[f+3]=i,this.uint16[f+4]=a,this.uint16[f+5]=o,this.uint16[f+6]=s,this.uint16[f+7]=l,this.uint8[h+16]=c,this.uint8[h+17]=u,t},e}(Pi);Bi.prototype.bytesPerElement=18,Nn(\"StructArrayLayout8ui2ub18\",Bi);var Ni=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a,o,s,l,c,u,f){var h=this.length;return this.resize(h+1),this.emplace(h,t,e,r,n,i,a,o,s,l,c,u,f)},e.prototype.emplace=function(t,e,r,n,i,a,o,s,l,c,u,f,h){var p=12*t;return this.int16[p+0]=e,this.int16[p+1]=r,this.int16[p+2]=n,this.int16[p+3]=i,this.uint16[p+4]=a,this.uint16[p+5]=o,this.uint16[p+6]=s,this.uint16[p+7]=l,this.int16[p+8]=c,this.int16[p+9]=u,this.int16[p+10]=f,this.int16[p+11]=h,t},e}(Pi);Ni.prototype.bytesPerElement=24,Nn(\"StructArrayLayout4i4ui4i24\",Ni);var ji=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r){var n=this.length;return this.resize(n+1),this.emplace(n,t,e,r)},e.prototype.emplace=function(t,e,r,n){var i=3*t;return this.float32[i+0]=e,this.float32[i+1]=r,this.float32[i+2]=n,t},e}(Pi);ji.prototype.bytesPerElement=12,Nn(\"StructArrayLayout3f12\",ji);var Ui=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint32=new Uint32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t){var e=this.length;return this.resize(e+1),this.emplace(e,t)},e.prototype.emplace=function(t,e){var r=1*t;return this.uint32[r+0]=e,t},e}(Pi);Ui.prototype.bytesPerElement=4,Nn(\"StructArrayLayout1ul4\",Ui);var Vi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer),this.uint32=new Uint32Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a,o,s,l){var c=this.length;return this.resize(c+1),this.emplace(c,t,e,r,n,i,a,o,s,l)},e.prototype.emplace=function(t,e,r,n,i,a,o,s,l,c){var u=10*t,f=5*t;return this.int16[u+0]=e,this.int16[u+1]=r,this.int16[u+2]=n,this.int16[u+3]=i,this.int16[u+4]=a,this.int16[u+5]=o,this.uint32[f+3]=s,this.uint16[u+8]=l,this.uint16[u+9]=c,t},e}(Pi);Vi.prototype.bytesPerElement=20,Nn(\"StructArrayLayout6i1ul2ui20\",Vi);var Hi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a){var o=this.length;return this.resize(o+1),this.emplace(o,t,e,r,n,i,a)},e.prototype.emplace=function(t,e,r,n,i,a,o){var s=6*t;return this.int16[s+0]=e,this.int16[s+1]=r,this.int16[s+2]=n,this.int16[s+3]=i,this.int16[s+4]=a,this.int16[s+5]=o,t},e}(Pi);Hi.prototype.bytesPerElement=12,Nn(\"StructArrayLayout2i2i2i12\",Hi);var qi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i){var a=this.length;return this.resize(a+1),this.emplace(a,t,e,r,n,i)},e.prototype.emplace=function(t,e,r,n,i,a){var o=4*t,s=8*t;return this.float32[o+0]=e,this.float32[o+1]=r,this.float32[o+2]=n,this.int16[s+6]=i,this.int16[s+7]=a,t},e}(Pi);qi.prototype.bytesPerElement=16,Nn(\"StructArrayLayout2f1f2i16\",qi);var Gi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n){var i=this.length;return this.resize(i+1),this.emplace(i,t,e,r,n)},e.prototype.emplace=function(t,e,r,n,i){var a=12*t,o=3*t;return this.uint8[a+0]=e,this.uint8[a+1]=r,this.float32[o+1]=n,this.float32[o+2]=i,t},e}(Pi);Gi.prototype.bytesPerElement=12,Nn(\"StructArrayLayout2ub2f12\",Gi);var Yi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r){var n=this.length;return this.resize(n+1),this.emplace(n,t,e,r)},e.prototype.emplace=function(t,e,r,n){var i=3*t;return this.uint16[i+0]=e,this.uint16[i+1]=r,this.uint16[i+2]=n,t},e}(Pi);Yi.prototype.bytesPerElement=6,Nn(\"StructArrayLayout3ui6\",Yi);var Wi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer),this.uint32=new Uint32Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m){var v=this.length;return this.resize(v+1),this.emplace(v,t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m)},e.prototype.emplace=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m,v){var y=24*t,x=12*t,b=48*t;return this.int16[y+0]=e,this.int16[y+1]=r,this.uint16[y+2]=n,this.uint16[y+3]=i,this.uint32[x+2]=a,this.uint32[x+3]=o,this.uint32[x+4]=s,this.uint16[y+10]=l,this.uint16[y+11]=c,this.uint16[y+12]=u,this.float32[x+7]=f,this.float32[x+8]=h,this.uint8[b+36]=p,this.uint8[b+37]=d,this.uint8[b+38]=g,this.uint32[x+10]=m,this.int16[y+22]=v,t},e}(Pi);Wi.prototype.bytesPerElement=48,Nn(\"StructArrayLayout2i2ui3ul3ui2f3ub1ul1i48\",Wi);var Xi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer),this.uint32=new Uint32Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m,v,y,x,b,_,w,T,k,A,M,S){var E=this.length;return this.resize(E+1),this.emplace(E,t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m,v,y,x,b,_,w,T,k,A,M,S)},e.prototype.emplace=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m,v,y,x,b,_,w,T,k,A,M,S,E){var L=34*t,C=17*t;return this.int16[L+0]=e,this.int16[L+1]=r,this.int16[L+2]=n,this.int16[L+3]=i,this.int16[L+4]=a,this.int16[L+5]=o,this.int16[L+6]=s,this.int16[L+7]=l,this.uint16[L+8]=c,this.uint16[L+9]=u,this.uint16[L+10]=f,this.uint16[L+11]=h,this.uint16[L+12]=p,this.uint16[L+13]=d,this.uint16[L+14]=g,this.uint16[L+15]=m,this.uint16[L+16]=v,this.uint16[L+17]=y,this.uint16[L+18]=x,this.uint16[L+19]=b,this.uint16[L+20]=_,this.uint16[L+21]=w,this.uint16[L+22]=T,this.uint32[C+12]=k,this.float32[C+13]=A,this.float32[C+14]=M,this.float32[C+15]=S,this.float32[C+16]=E,t},e}(Pi);Xi.prototype.bytesPerElement=68,Nn(\"StructArrayLayout8i15ui1ul4f68\",Xi);var Zi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t){var e=this.length;return this.resize(e+1),this.emplace(e,t)},e.prototype.emplace=function(t,e){var r=1*t;return this.float32[r+0]=e,t},e}(Pi);Zi.prototype.bytesPerElement=4,Nn(\"StructArrayLayout1f4\",Zi);var Ji=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.int16=new Int16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r){var n=this.length;return this.resize(n+1),this.emplace(n,t,e,r)},e.prototype.emplace=function(t,e,r,n){var i=3*t;return this.int16[i+0]=e,this.int16[i+1]=r,this.int16[i+2]=n,t},e}(Pi);Ji.prototype.bytesPerElement=6,Nn(\"StructArrayLayout3i6\",Ji);var Ki=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint32=new Uint32Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r){var n=this.length;return this.resize(n+1),this.emplace(n,t,e,r)},e.prototype.emplace=function(t,e,r,n){var i=2*t,a=4*t;return this.uint32[i+0]=e,this.uint16[a+2]=r,this.uint16[a+3]=n,t},e}(Pi);Ki.prototype.bytesPerElement=8,Nn(\"StructArrayLayout1ul2ui8\",Ki);var Qi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e){var r=this.length;return this.resize(r+1),this.emplace(r,t,e)},e.prototype.emplace=function(t,e,r){var n=2*t;return this.uint16[n+0]=e,this.uint16[n+1]=r,t},e}(Pi);Qi.prototype.bytesPerElement=4,Nn(\"StructArrayLayout2ui4\",Qi);var $i=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.uint16=new Uint16Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t){var e=this.length;return this.resize(e+1),this.emplace(e,t)},e.prototype.emplace=function(t,e){var r=1*t;return this.uint16[r+0]=e,t},e}(Pi);$i.prototype.bytesPerElement=2,Nn(\"StructArrayLayout1ui2\",$i);var ta=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e){var r=this.length;return this.resize(r+1),this.emplace(r,t,e)},e.prototype.emplace=function(t,e,r){var n=2*t;return this.float32[n+0]=e,this.float32[n+1]=r,t},e}(Pi);ta.prototype.bytesPerElement=8,Nn(\"StructArrayLayout2f8\",ta);var ea=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._refreshViews=function(){this.uint8=new Uint8Array(this.arrayBuffer),this.float32=new Float32Array(this.arrayBuffer)},e.prototype.emplaceBack=function(t,e,r,n){var i=this.length;return this.resize(i+1),this.emplace(i,t,e,r,n)},e.prototype.emplace=function(t,e,r,n,i){var a=4*t;return this.float32[a+0]=e,this.float32[a+1]=r,this.float32[a+2]=n,this.float32[a+3]=i,t},e}(Pi);ea.prototype.bytesPerElement=16,Nn(\"StructArrayLayout4f16\",ea);var ra=function(t){function e(){t.apply(this,arguments)}t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e;var r={anchorPointX:{configurable:!0},anchorPointY:{configurable:!0},x1:{configurable:!0},y1:{configurable:!0},x2:{configurable:!0},y2:{configurable:!0},featureIndex:{configurable:!0},sourceLayerIndex:{configurable:!0},bucketIndex:{configurable:!0},anchorPoint:{configurable:!0}};return r.anchorPointX.get=function(){return this._structArray.int16[this._pos2+0]},r.anchorPointY.get=function(){return this._structArray.int16[this._pos2+1]},r.x1.get=function(){return this._structArray.int16[this._pos2+2]},r.y1.get=function(){return this._structArray.int16[this._pos2+3]},r.x2.get=function(){return this._structArray.int16[this._pos2+4]},r.y2.get=function(){return this._structArray.int16[this._pos2+5]},r.featureIndex.get=function(){return this._structArray.uint32[this._pos4+3]},r.sourceLayerIndex.get=function(){return this._structArray.uint16[this._pos2+8]},r.bucketIndex.get=function(){return this._structArray.uint16[this._pos2+9]},r.anchorPoint.get=function(){return new i(this.anchorPointX,this.anchorPointY)},Object.defineProperties(e.prototype,r),e}(Ci);ra.prototype.size=20;var na=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.get=function(t){return new ra(this,t)},e}(Vi);Nn(\"CollisionBoxArray\",na);var ia=function(t){function e(){t.apply(this,arguments)}t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e;var r={anchorX:{configurable:!0},anchorY:{configurable:!0},glyphStartIndex:{configurable:!0},numGlyphs:{configurable:!0},vertexStartIndex:{configurable:!0},lineStartIndex:{configurable:!0},lineLength:{configurable:!0},segment:{configurable:!0},lowerSize:{configurable:!0},upperSize:{configurable:!0},lineOffsetX:{configurable:!0},lineOffsetY:{configurable:!0},writingMode:{configurable:!0},placedOrientation:{configurable:!0},hidden:{configurable:!0},crossTileID:{configurable:!0},associatedIconIndex:{configurable:!0}};return r.anchorX.get=function(){return this._structArray.int16[this._pos2+0]},r.anchorY.get=function(){return this._structArray.int16[this._pos2+1]},r.glyphStartIndex.get=function(){return this._structArray.uint16[this._pos2+2]},r.numGlyphs.get=function(){return this._structArray.uint16[this._pos2+3]},r.vertexStartIndex.get=function(){return this._structArray.uint32[this._pos4+2]},r.lineStartIndex.get=function(){return this._structArray.uint32[this._pos4+3]},r.lineLength.get=function(){return this._structArray.uint32[this._pos4+4]},r.segment.get=function(){return this._structArray.uint16[this._pos2+10]},r.lowerSize.get=function(){return this._structArray.uint16[this._pos2+11]},r.upperSize.get=function(){return this._structArray.uint16[this._pos2+12]},r.lineOffsetX.get=function(){return this._structArray.float32[this._pos4+7]},r.lineOffsetY.get=function(){return this._structArray.float32[this._pos4+8]},r.writingMode.get=function(){return this._structArray.uint8[this._pos1+36]},r.placedOrientation.get=function(){return this._structArray.uint8[this._pos1+37]},r.placedOrientation.set=function(t){this._structArray.uint8[this._pos1+37]=t},r.hidden.get=function(){return this._structArray.uint8[this._pos1+38]},r.hidden.set=function(t){this._structArray.uint8[this._pos1+38]=t},r.crossTileID.get=function(){return this._structArray.uint32[this._pos4+10]},r.crossTileID.set=function(t){this._structArray.uint32[this._pos4+10]=t},r.associatedIconIndex.get=function(){return this._structArray.int16[this._pos2+22]},Object.defineProperties(e.prototype,r),e}(Ci);ia.prototype.size=48;var aa=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.get=function(t){return new ia(this,t)},e}(Wi);Nn(\"PlacedSymbolArray\",aa);var oa=function(t){function e(){t.apply(this,arguments)}t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e;var r={anchorX:{configurable:!0},anchorY:{configurable:!0},rightJustifiedTextSymbolIndex:{configurable:!0},centerJustifiedTextSymbolIndex:{configurable:!0},leftJustifiedTextSymbolIndex:{configurable:!0},verticalPlacedTextSymbolIndex:{configurable:!0},placedIconSymbolIndex:{configurable:!0},verticalPlacedIconSymbolIndex:{configurable:!0},key:{configurable:!0},textBoxStartIndex:{configurable:!0},textBoxEndIndex:{configurable:!0},verticalTextBoxStartIndex:{configurable:!0},verticalTextBoxEndIndex:{configurable:!0},iconBoxStartIndex:{configurable:!0},iconBoxEndIndex:{configurable:!0},verticalIconBoxStartIndex:{configurable:!0},verticalIconBoxEndIndex:{configurable:!0},featureIndex:{configurable:!0},numHorizontalGlyphVertices:{configurable:!0},numVerticalGlyphVertices:{configurable:!0},numIconVertices:{configurable:!0},numVerticalIconVertices:{configurable:!0},useRuntimeCollisionCircles:{configurable:!0},crossTileID:{configurable:!0},textBoxScale:{configurable:!0},textOffset0:{configurable:!0},textOffset1:{configurable:!0},collisionCircleDiameter:{configurable:!0}};return r.anchorX.get=function(){return this._structArray.int16[this._pos2+0]},r.anchorY.get=function(){return this._structArray.int16[this._pos2+1]},r.rightJustifiedTextSymbolIndex.get=function(){return this._structArray.int16[this._pos2+2]},r.centerJustifiedTextSymbolIndex.get=function(){return this._structArray.int16[this._pos2+3]},r.leftJustifiedTextSymbolIndex.get=function(){return this._structArray.int16[this._pos2+4]},r.verticalPlacedTextSymbolIndex.get=function(){return this._structArray.int16[this._pos2+5]},r.placedIconSymbolIndex.get=function(){return this._structArray.int16[this._pos2+6]},r.verticalPlacedIconSymbolIndex.get=function(){return this._structArray.int16[this._pos2+7]},r.key.get=function(){return this._structArray.uint16[this._pos2+8]},r.textBoxStartIndex.get=function(){return this._structArray.uint16[this._pos2+9]},r.textBoxEndIndex.get=function(){return this._structArray.uint16[this._pos2+10]},r.verticalTextBoxStartIndex.get=function(){return this._structArray.uint16[this._pos2+11]},r.verticalTextBoxEndIndex.get=function(){return this._structArray.uint16[this._pos2+12]},r.iconBoxStartIndex.get=function(){return this._structArray.uint16[this._pos2+13]},r.iconBoxEndIndex.get=function(){return this._structArray.uint16[this._pos2+14]},r.verticalIconBoxStartIndex.get=function(){return this._structArray.uint16[this._pos2+15]},r.verticalIconBoxEndIndex.get=function(){return this._structArray.uint16[this._pos2+16]},r.featureIndex.get=function(){return this._structArray.uint16[this._pos2+17]},r.numHorizontalGlyphVertices.get=function(){return this._structArray.uint16[this._pos2+18]},r.numVerticalGlyphVertices.get=function(){return this._structArray.uint16[this._pos2+19]},r.numIconVertices.get=function(){return this._structArray.uint16[this._pos2+20]},r.numVerticalIconVertices.get=function(){return this._structArray.uint16[this._pos2+21]},r.useRuntimeCollisionCircles.get=function(){return this._structArray.uint16[this._pos2+22]},r.crossTileID.get=function(){return this._structArray.uint32[this._pos4+12]},r.crossTileID.set=function(t){this._structArray.uint32[this._pos4+12]=t},r.textBoxScale.get=function(){return this._structArray.float32[this._pos4+13]},r.textOffset0.get=function(){return this._structArray.float32[this._pos4+14]},r.textOffset1.get=function(){return this._structArray.float32[this._pos4+15]},r.collisionCircleDiameter.get=function(){return this._structArray.float32[this._pos4+16]},Object.defineProperties(e.prototype,r),e}(Ci);oa.prototype.size=68;var sa=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.get=function(t){return new oa(this,t)},e}(Xi);Nn(\"SymbolInstanceArray\",sa);var la=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.getoffsetX=function(t){return this.float32[1*t+0]},e}(Zi);Nn(\"GlyphOffsetArray\",la);var ca=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.getx=function(t){return this.int16[3*t+0]},e.prototype.gety=function(t){return this.int16[3*t+1]},e.prototype.gettileUnitDistanceFromAnchor=function(t){return this.int16[3*t+2]},e}(Ji);Nn(\"SymbolLineVertexArray\",ca);var ua=function(t){function e(){t.apply(this,arguments)}t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e;var r={featureIndex:{configurable:!0},sourceLayerIndex:{configurable:!0},bucketIndex:{configurable:!0}};return r.featureIndex.get=function(){return this._structArray.uint32[this._pos4+0]},r.sourceLayerIndex.get=function(){return 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t.paint._values)if(r(a)){var o=t.paint.get(a);if(o instanceof bi&&zr(o.property.specification)){var s=Va(a,t.type),l=o.value,c=o.property.specification.type,u=o.property.useIntegerZoom,f=o.property.specification[\"property-type\"],h=\"cross-faded\"===f||\"cross-faded-data-driven\"===f;if(\"constant\"===l.kind)this.binders[a]=h?new Ra(l.value,s):new Da(l.value,s,c),i.push(\"/u_\"+a);else if(\"source\"===l.kind||h){var p=Ha(a,c,\"source\");this.binders[a]=h?new Na(l,c,u,e,p,t.id):new Fa(l,s,c,p),i.push(\"/a_\"+a)}else{var d=Ha(a,c,\"composite\");this.binders[a]=new Ba(l,s,c,u,e,d),i.push(\"/z_\"+a)}}}this.cacheKey=i.sort().join(\"\")};ja.prototype.getMaxValue=function(t){var e=this.binders[t];return e instanceof Fa||e instanceof Ba?e.maxValue:0},ja.prototype.populatePaintArrays=function(t,e,r,n,i){for(var a in this.binders){var o=this.binders[a];(o instanceof Fa||o instanceof Ba||o instanceof Na)&&o.populatePaintArray(t,e,r,n,i)}},ja.prototype.setConstantPatternPositions=function(t,e){for(var r in this.binders){var n=this.binders[r];n instanceof Ra&&n.setConstantPatternPositions(t,e)}},ja.prototype.updatePaintArrays=function(t,e,r,n,i){var a=!1;for(var o in t)for(var s=0,l=e.getPositions(o);s<l.length;s+=1){var c=l[s],u=r.feature(c.index);for(var f in this.binders){var h=this.binders[f];if((h instanceof Fa||h instanceof Ba||h instanceof Na)&&!0===h.expression.isStateDependent){var p=n.paint.get(f);h.expression=p.value,h.updatePaintArray(c.start,c.end,u,t[o],i),a=!0}}}return a},ja.prototype.defines=function(){var t=[];for(var e in this.binders){var r=this.binders[e];(r instanceof Da||r instanceof Ra)&&t.push.apply(t,r.uniformNames.map((function(t){return\"#define HAS_UNIFORM_\"+t})))}return t},ja.prototype.getPaintVertexBuffers=function(){return this._buffers},ja.prototype.getUniforms=function(t,e){var r=[];for(var n in this.binders){var i=this.binders[n];if(i instanceof Da||i instanceof Ra||i instanceof Ba)for(var a=0,o=i.uniformNames;a<o.length;a+=1){var s=o[a];if(e[s]){var l=i.getBinding(t,e[s],s);r.push({name:s,property:n,binding:l})}}}return r},ja.prototype.setUniforms=function(t,e,r,n){for(var i=0,a=e;i<a.length;i+=1){var o=a[i],s=o.name,l=o.property,c=o.binding;this.binders[l].setUniform(c,n,r.get(l),s)}},ja.prototype.updatePaintBuffers=function(t){for(var e in this._buffers=[],this.binders){var r=this.binders[e];if(t&&r instanceof Na){var n=2===t.fromScale?r.zoomInPaintVertexBuffer:r.zoomOutPaintVertexBuffer;n&&this._buffers.push(n)}else(r instanceof Fa||r instanceof Ba)&&r.paintVertexBuffer&&this._buffers.push(r.paintVertexBuffer)}},ja.prototype.upload=function(t){for(var e in this.binders){var r=this.binders[e];(r instanceof Fa||r instanceof Ba||r instanceof Na)&&r.upload(t)}this.updatePaintBuffers()},ja.prototype.destroy=function(){for(var t in this.binders){var e=this.binders[t];(e instanceof Fa||e instanceof Ba||e instanceof Na)&&e.destroy()}};var Ua=function(t,e,r,n){void 0===n&&(n=function(){return!0}),this.programConfigurations={};for(var i=0,a=e;i<a.length;i+=1){var o=a[i];this.programConfigurations[o.id]=new ja(o,r,n,t)}this.needsUpload=!1,this._featureMap=new _a,this._bufferOffset=0};function Va(t,e){return{\"text-opacity\":[\"opacity\"],\"icon-opacity\":[\"opacity\"],\"text-color\":[\"fill_color\"],\"icon-color\":[\"fill_color\"],\"text-halo-color\":[\"halo_color\"],\"icon-halo-color\":[\"halo_color\"],\"text-halo-blur\":[\"halo_blur\"],\"icon-halo-blur\":[\"halo_blur\"],\"text-halo-width\":[\"halo_width\"],\"icon-halo-width\":[\"halo_width\"],\"line-gap-width\":[\"gapwidth\"],\"line-pattern\":[\"pattern_to\",\"pattern_from\",\"pixel_ratio_to\",\"pixel_ratio_from\"],\"fill-pattern\":[\"pattern_to\",\"pattern_from\",\"pixel_ratio_to\",\"pixel_ratio_from\"],\"fill-extrusion-pattern\":[\"pattern_to\",\"pattern_from\",\"pixel_ratio_to\",\"pixel_ratio_from\"]}[t]||[t.replace(e+\"-\",\"\").replace(/-/g,\"_\")]}function Ha(t,e,r){var n={color:{source:ta,composite:ea},number:{source:Zi,composite:ta}},i=function(t){return{\"line-pattern\":{source:Bi,composite:Bi},\"fill-pattern\":{source:Bi,composite:Bi},\"fill-extrusion-pattern\":{source:Bi,composite:Bi}}[t]}(t);return 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c=t.readVarint();n=7&c,a=c>>3}if(a--,1===n||2===n)o+=t.readSVarint(),s+=t.readSVarint(),1===n&&(e&&l.push(e),e=[]),e.push(new i(o,s));else{if(7!==n)throw new Error(\"unknown command \"+n);e&&e.push(e[0].clone())}}return e&&l.push(e),l},ws.prototype.bbox=function(){var t=this._pbf;t.pos=this._geometry;for(var e=t.readVarint()+t.pos,r=1,n=0,i=0,a=0,o=1/0,s=-1/0,l=1/0,c=-1/0;t.pos<e;){if(n<=0){var u=t.readVarint();r=7&u,n=u>>3}if(n--,1===r||2===r)(i+=t.readSVarint())<o&&(o=i),i>s&&(s=i),(a+=t.readSVarint())<l&&(l=a),a>c&&(c=a);else if(7!==r)throw new Error(\"unknown command \"+r)}return[o,l,s,c]},ws.prototype.toGeoJSON=function(t,e,r){var n,i,a=this.extent*Math.pow(2,r),o=this.extent*t,s=this.extent*e,l=this.loadGeometry(),c=ws.types[this.type];function u(t){for(var e=0;e<t.length;e++){var r=t[e],n=180-360*(r.y+s)/a;t[e]=[360*(r.x+o)/a-180,360/Math.PI*Math.atan(Math.exp(n*Math.PI/180))-90]}}switch(this.type){case 1:var f=[];for(n=0;n<l.length;n++)f[n]=l[n][0];u(l=f);break;case 2:for(n=0;n<l.length;n++)u(l[n]);break;case 3:for(l=function(t){var e=t.length;if(e<=1)return[t];for(var r,n,i=[],a=0;a<e;a++){var o=ks(t[a]);0!==o&&(void 0===n&&(n=o<0),n===o<0?(r&&i.push(r),r=[t[a]]):r.push(t[a]))}r&&i.push(r);return i}(l),n=0;n<l.length;n++)for(i=0;i<l[n].length;i++)u(l[n][i])}1===l.length?l=l[0]:c=\"Multi\"+c;var h={type:\"Feature\",geometry:{type:c,coordinates:l},properties:this.properties};return\"id\"in this&&(h.id=this.id),h};var As=Ms;function Ms(t,e){this.version=1,this.name=null,this.extent=4096,this.length=0,this._pbf=t,this._keys=[],this._values=[],this._features=[],t.readFields(Ss,this,e),this.length=this._features.length}function Ss(t,e,r){15===t?e.version=r.readVarint():1===t?e.name=r.readString():5===t?e.extent=r.readVarint():2===t?e._features.push(r.pos):3===t?e._keys.push(r.readString()):4===t&&e._values.push(function(t){var e=null,r=t.readVarint()+t.pos;for(;t.pos<r;){var n=t.readVarint()>>3;e=1===n?t.readString():2===n?t.readFloat():3===n?t.readDouble():4===n?t.readVarint64():5===n?t.readVarint():6===n?t.readSVarint():7===n?t.readBoolean():null}return e}(r))}function Es(t,e,r){if(3===t){var n=new As(r,r.readVarint()+r.pos);n.length&&(e[n.name]=n)}}Ms.prototype.feature=function(t){if(t<0||t>=this._features.length)throw new Error(\"feature index out of bounds\");this._pbf.pos=this._features[t];var e=this._pbf.readVarint()+this._pbf.pos;return new _s(this._pbf,e,this.extent,this._keys,this._values)};var Ls={VectorTile:function(t,e){this.layers=t.readFields(Es,{},e)},VectorTileFeature:_s,VectorTileLayer:As},Cs=Ls.VectorTileFeature.types,Ps=Math.pow(2,13);function Is(t,e,r,n,i,a,o,s){t.emplaceBack(e,r,2*Math.floor(n*Ps)+o,i*Ps*2,a*Ps*2,Math.round(s))}var Os=function(t){this.zoom=t.zoom,this.overscaling=t.overscaling,this.layers=t.layers,this.layerIds=this.layers.map((function(t){return t.id})),this.index=t.index,this.hasPattern=!1,this.layoutVertexArray=new Ri,this.indexArray=new Yi,this.programConfigurations=new Ua(bs,t.layers,t.zoom),this.segments=new pa,this.stateDependentLayerIds=this.layers.filter((function(t){return t.isStateDependent()})).map((function(t){return t.id}))};function zs(t,e){return t.x===e.x&&(t.x<0||t.x>8192)||t.y===e.y&&(t.y<0||t.y>8192)}function Ds(t){return t.every((function(t){return t.x<0}))||t.every((function(t){return t.x>8192}))||t.every((function(t){return t.y<0}))||t.every((function(t){return t.y>8192}))}Os.prototype.populate=function(t,e,r){this.features=[],this.hasPattern=ds(\"fill-extrusion\",this.layers,e);for(var n=0,i=t;n<i.length;n+=1){var a=i[n],o=a.feature,s=a.id,l=a.index,c=a.sourceLayerIndex,u=this.layers[0]._featureFilter.needGeometry,f={type:o.type,id:s,properties:o.properties,geometry:u?Ya(o):[]};if(this.layers[0]._featureFilter.filter(new pi(this.zoom),f,r)){var h={id:s,sourceLayerIndex:c,index:l,geometry:u?f.geometry:Ya(o),properties:o.properties,type:o.type,patterns:{}};void 0!==o.id&&(h.id=o.id),this.hasPattern?this.features.push(gs(\"fill-extrusion\",this.layers,h,this.zoom,e)):this.addFeature(h,h.geometry,l,r,{}),e.featureIndex.insert(o,h.geometry,l,c,this.index,!0)}}},Os.prototype.addFeatures=function(t,e,r){for(var n=0,i=this.features;n<i.length;n+=1){var a=i[n],o=a.geometry;this.addFeature(a,o,a.index,e,r)}},Os.prototype.update=function(t,e,r){this.stateDependentLayers.length&&this.programConfigurations.updatePaintArrays(t,e,this.stateDependentLayers,r)},Os.prototype.isEmpty=function(){return 0===this.layoutVertexArray.length},Os.prototype.uploadPending=function(){return!this.uploaded||this.programConfigurations.needsUpload},Os.prototype.upload=function(t){this.uploaded||(this.layoutVertexBuffer=t.createVertexBuffer(this.layoutVertexArray,bs),this.indexBuffer=t.createIndexBuffer(this.indexArray)),this.programConfigurations.upload(t),this.uploaded=!0},Os.prototype.destroy=function(){this.layoutVertexBuffer&&(this.layoutVertexBuffer.destroy(),this.indexBuffer.destroy(),this.programConfigurations.destroy(),this.segments.destroy())},Os.prototype.addFeature=function(t,e,r,n,i){for(var a=0,o=hs(e,500);a<o.length;a+=1){for(var s=o[a],l=0,c=0,u=s;c<u.length;c+=1){l+=u[c].length}for(var f=this.segments.prepareSegment(4,this.layoutVertexArray,this.indexArray),h=0,p=s;h<p.length;h+=1){var d=p[h];if(0!==d.length&&!Ds(d))for(var g=0,m=0;m<d.length;m++){var v=d[m];if(m>=1){var y=d[m-1];if(!zs(v,y)){f.vertexLength+4>pa.MAX_VERTEX_ARRAY_LENGTH&&(f=this.segments.prepareSegment(4,this.layoutVertexArray,this.indexArray));var x=v.sub(y)._perp()._unit(),b=y.dist(v);g+b>32768&&(g=0),Is(this.layoutVertexArray,v.x,v.y,x.x,x.y,0,0,g),Is(this.layoutVertexArray,v.x,v.y,x.x,x.y,0,1,g),g+=b,Is(this.layoutVertexArray,y.x,y.y,x.x,x.y,0,0,g),Is(this.layoutVertexArray,y.x,y.y,x.x,x.y,0,1,g);var _=f.vertexLength;this.indexArray.emplaceBack(_,_+2,_+1),this.indexArray.emplaceBack(_+1,_+2,_+3),f.vertexLength+=4,f.primitiveLength+=2}}}}if(f.vertexLength+l>pa.MAX_VERTEX_ARRAY_LENGTH&&(f=this.segments.prepareSegment(l,this.layoutVertexArray,this.indexArray)),\"Polygon\"===Cs[t.type]){for(var w=[],T=[],k=f.vertexLength,A=0,M=s;A<M.length;A+=1){var S=M[A];if(0!==S.length){S!==s[0]&&T.push(w.length/2);for(var E=0;E<S.length;E++){var L=S[E];Is(this.layoutVertexArray,L.x,L.y,0,0,1,1,0),w.push(L.x),w.push(L.y)}}}for(var C=Do(w,T),P=0;P<C.length;P+=3)this.indexArray.emplaceBack(k+C[P],k+C[P+2],k+C[P+1]);f.primitiveLength+=C.length/3,f.vertexLength+=l}}this.programConfigurations.populatePaintArrays(this.layoutVertexArray.length,t,r,i,n)},Nn(\"FillExtrusionBucket\",Os,{omit:[\"layers\",\"features\"]});var Rs={paint:new Si({\"fill-extrusion-opacity\":new wi(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-opacity\"]),\"fill-extrusion-color\":new Ti(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-color\"]),\"fill-extrusion-translate\":new wi(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-translate\"]),\"fill-extrusion-translate-anchor\":new wi(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-translate-anchor\"]),\"fill-extrusion-pattern\":new ki(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-pattern\"]),\"fill-extrusion-height\":new Ti(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-height\"]),\"fill-extrusion-base\":new Ti(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-base\"]),\"fill-extrusion-vertical-gradient\":new wi(Lt[\"paint_fill-extrusion\"][\"fill-extrusion-vertical-gradient\"])})},Fs=function(t){function e(e){t.call(this,e,Rs)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.createBucket=function(t){return new Os(t)},e.prototype.queryRadius=function(){return so(this.paint.get(\"fill-extrusion-translate\"))},e.prototype.is3D=function(){return!0},e.prototype.queryIntersectsFeature=function(t,e,r,n,a,o,s,l){var c=lo(t,this.paint.get(\"fill-extrusion-translate\"),this.paint.get(\"fill-extrusion-translate-anchor\"),o.angle,s),u=this.paint.get(\"fill-extrusion-height\").evaluate(e,r),f=this.paint.get(\"fill-extrusion-base\").evaluate(e,r),h=function(t,e,r,n){for(var a=[],o=0,s=t;o<s.length;o+=1){var l=s[o],c=[l.x,l.y,n,1];xo(c,c,e),a.push(new i(c[0]/c[3],c[1]/c[3]))}return a}(c,l,0,0),p=function(t,e,r,n){for(var a=[],o=[],s=n[8]*e,l=n[9]*e,c=n[10]*e,u=n[11]*e,f=n[8]*r,h=n[9]*r,p=n[10]*r,d=n[11]*r,g=0,m=t;g<m.length;g+=1){for(var v=m[g],y=[],x=[],b=0,_=v;b<_.length;b+=1){var w=_[b],T=w.x,k=w.y,A=n[0]*T+n[4]*k+n[12],M=n[1]*T+n[5]*k+n[13],S=n[2]*T+n[6]*k+n[14],E=n[3]*T+n[7]*k+n[15],L=S+c,C=E+u,P=A+f,I=M+h,O=S+p,z=E+d,D=new i((A+s)/C,(M+l)/C);D.z=L/C,y.push(D);var R=new i(P/z,I/z);R.z=O/z,x.push(R)}a.push(y),o.push(x)}return[a,o]}(n,f,u,l);return function(t,e,r){var n=1/0;Ka(r,e)&&(n=Ns(r,e[0]));for(var i=0;i<e.length;i++)for(var a=e[i],o=t[i],s=0;s<a.length-1;s++){var l=a[s],c=a[s+1],u=o[s],f=o[s+1],h=[l,c,f,u,l];Za(r,h)&&(n=Math.min(n,Ns(r,h)))}return n!==1/0&&n}(p[0],p[1],h)},e}(Ei);function Bs(t,e){return t.x*e.x+t.y*e.y}function Ns(t,e){if(1===t.length){for(var r,n=0,i=e[n++];!r||i.equals(r);)if(!(r=e[n++]))return 1/0;for(;n<e.length;n++){var a=e[n],o=t[0],s=r.sub(i),l=a.sub(i),c=o.sub(i),u=Bs(s,s),f=Bs(s,l),h=Bs(l,l),p=Bs(c,s),d=Bs(c,l),g=u*h-f*f,m=(h*p-f*d)/g,v=(u*d-f*p)/g,y=1-m-v,x=i.z*y+r.z*m+a.z*v;if(isFinite(x))return x}return 1/0}for(var b=1/0,_=0,w=e;_<w.length;_+=1){var T=w[_];b=Math.min(b,T.z)}return b}var js=Ii([{name:\"a_pos_normal\",components:2,type:\"Int16\"},{name:\"a_data\",components:4,type:\"Uint8\"}],4).members,Us=Ls.VectorTileFeature.types,Vs=Math.cos(Math.PI/180*37.5),Hs=Math.pow(2,14)/.5,qs=function(t){this.zoom=t.zoom,this.overscaling=t.overscaling,this.layers=t.layers,this.layerIds=this.layers.map((function(t){return t.id})),this.index=t.index,this.hasPattern=!1,this.patternFeatures=[],this.layoutVertexArray=new Fi,this.indexArray=new Yi,this.programConfigurations=new Ua(js,t.layers,t.zoom),this.segments=new pa,this.stateDependentLayerIds=this.layers.filter((function(t){return t.isStateDependent()})).map((function(t){return t.id}))};qs.prototype.populate=function(t,e,r){this.hasPattern=ds(\"line\",this.layers,e);for(var n=this.layers[0].layout.get(\"line-sort-key\"),i=[],a=0,o=t;a<o.length;a+=1){var s=o[a],l=s.feature,c=s.id,u=s.index,f=s.sourceLayerIndex,h=this.layers[0]._featureFilter.needGeometry,p={type:l.type,id:c,properties:l.properties,geometry:h?Ya(l):[]};if(this.layers[0]._featureFilter.filter(new pi(this.zoom),p,r)){h||(p.geometry=Ya(l));var d=n?n.evaluate(p,{},r):void 0,g={id:c,properties:l.properties,type:l.type,sourceLayerIndex:f,index:u,geometry:p.geometry,patterns:{},sortKey:d};i.push(g)}}n&&i.sort((function(t,e){return t.sortKey-e.sortKey}));for(var m=0,v=i;m<v.length;m+=1){var y=v[m],x=y,b=x.geometry,_=x.index,w=x.sourceLayerIndex;if(this.hasPattern){var T=gs(\"line\",this.layers,y,this.zoom,e);this.patternFeatures.push(T)}else this.addFeature(y,b,_,r,{});var k=t[_].feature;e.featureIndex.insert(k,b,_,w,this.index)}},qs.prototype.update=function(t,e,r){this.stateDependentLayers.length&&this.programConfigurations.updatePaintArrays(t,e,this.stateDependentLayers,r)},qs.prototype.addFeatures=function(t,e,r){for(var n=0,i=this.patternFeatures;n<i.length;n+=1){var a=i[n];this.addFeature(a,a.geometry,a.index,e,r)}},qs.prototype.isEmpty=function(){return 0===this.layoutVertexArray.length},qs.prototype.uploadPending=function(){return!this.uploaded||this.programConfigurations.needsUpload},qs.prototype.upload=function(t){this.uploaded||(this.layoutVertexBuffer=t.createVertexBuffer(this.layoutVertexArray,js),this.indexBuffer=t.createIndexBuffer(this.indexArray)),this.programConfigurations.upload(t),this.uploaded=!0},qs.prototype.destroy=function(){this.layoutVertexBuffer&&(this.layoutVertexBuffer.destroy(),this.indexBuffer.destroy(),this.programConfigurations.destroy(),this.segments.destroy())},qs.prototype.addFeature=function(t,e,r,n,i){for(var a=this.layers[0].layout,o=a.get(\"line-join\").evaluate(t,{}),s=a.get(\"line-cap\"),l=a.get(\"line-miter-limit\"),c=a.get(\"line-round-limit\"),u=0,f=e;u<f.length;u+=1){var h=f[u];this.addLine(h,t,o,s,l,c)}this.programConfigurations.populatePaintArrays(this.layoutVertexArray.length,t,r,i,n)},qs.prototype.addLine=function(t,e,r,n,i,a){if(this.distance=0,this.scaledDistance=0,this.totalDistance=0,e.properties&&e.properties.hasOwnProperty(\"mapbox_clip_start\")&&e.properties.hasOwnProperty(\"mapbox_clip_end\")){this.clipStart=+e.properties.mapbox_clip_start,this.clipEnd=+e.properties.mapbox_clip_end;for(var o=0;o<t.length-1;o++)this.totalDistance+=t[o].dist(t[o+1]);this.updateScaledDistance()}for(var s=\"Polygon\"===Us[e.type],l=t.length;l>=2&&t[l-1].equals(t[l-2]);)l--;for(var c=0;c<l-1&&t[c].equals(t[c+1]);)c++;if(!(l<(s?3:2))){\"bevel\"===r&&(i=1.05);var u,f=this.overscaling<=16?122880/(512*this.overscaling):0,h=this.segments.prepareSegment(10*l,this.layoutVertexArray,this.indexArray),p=void 0,d=void 0,g=void 0,m=void 0;this.e1=this.e2=-1,s&&(u=t[l-2],m=t[c].sub(u)._unit()._perp());for(var v=c;v<l;v++)if(!(d=v===l-1?s?t[c+1]:void 0:t[v+1])||!t[v].equals(d)){m&&(g=m),u&&(p=u),u=t[v],m=d?d.sub(u)._unit()._perp():g;var y=(g=g||m).add(m);0===y.x&&0===y.y||y._unit();var x=g.x*m.x+g.y*m.y,b=y.x*m.x+y.y*m.y,_=0!==b?1/b:1/0,w=2*Math.sqrt(2-2*b),T=b<Vs&&p&&d,k=g.x*m.y-g.y*m.x>0;if(T&&v>c){var A=u.dist(p);if(A>2*f){var M=u.sub(u.sub(p)._mult(f/A)._round());this.updateDistance(p,M),this.addCurrentVertex(M,g,0,0,h),p=M}}var S=p&&d,E=S?r:s?\"butt\":n;if(S&&\"round\"===E&&(_<a?E=\"miter\":_<=2&&(E=\"fakeround\")),\"miter\"===E&&_>i&&(E=\"bevel\"),\"bevel\"===E&&(_>2&&(E=\"flipbevel\"),_<i&&(E=\"miter\")),p&&this.updateDistance(p,u),\"miter\"===E)y._mult(_),this.addCurrentVertex(u,y,0,0,h);else if(\"flipbevel\"===E){if(_>100)y=m.mult(-1);else{var L=_*g.add(m).mag()/g.sub(m).mag();y._perp()._mult(L*(k?-1:1))}this.addCurrentVertex(u,y,0,0,h),this.addCurrentVertex(u,y.mult(-1),0,0,h)}else if(\"bevel\"===E||\"fakeround\"===E){var C=-Math.sqrt(_*_-1),P=k?C:0,I=k?0:C;if(p&&this.addCurrentVertex(u,g,P,I,h),\"fakeround\"===E)for(var O=Math.round(180*w/Math.PI/20),z=1;z<O;z++){var D=z/O;if(.5!==D){var R=D-.5;D+=D*R*(D-1)*((1.0904+x*(x*(3.55645-1.43519*x)-3.2452))*R*R+(.848013+x*(.215638*x-1.06021)))}var F=m.sub(g)._mult(D)._add(g)._unit()._mult(k?-1:1);this.addHalfVertex(u,F.x,F.y,!1,k,0,h)}d&&this.addCurrentVertex(u,m,-P,-I,h)}else if(\"butt\"===E)this.addCurrentVertex(u,y,0,0,h);else if(\"square\"===E){var B=p?1:-1;this.addCurrentVertex(u,y,B,B,h)}else\"round\"===E&&(p&&(this.addCurrentVertex(u,g,0,0,h),this.addCurrentVertex(u,g,1,1,h,!0)),d&&(this.addCurrentVertex(u,m,-1,-1,h,!0),this.addCurrentVertex(u,m,0,0,h)));if(T&&v<l-1){var N=u.dist(d);if(N>2*f){var j=u.add(d.sub(u)._mult(f/N)._round());this.updateDistance(u,j),this.addCurrentVertex(j,m,0,0,h),u=j}}}}},qs.prototype.addCurrentVertex=function(t,e,r,n,i,a){void 0===a&&(a=!1);var o=e.x+e.y*r,s=e.y-e.x*r,l=-e.x+e.y*n,c=-e.y-e.x*n;this.addHalfVertex(t,o,s,a,!1,r,i),this.addHalfVertex(t,l,c,a,!0,-n,i),this.distance>Hs/2&&0===this.totalDistance&&(this.distance=0,this.addCurrentVertex(t,e,r,n,i,a))},qs.prototype.addHalfVertex=function(t,e,r,n,i,a,o){var s=t.x,l=t.y,c=.5*this.scaledDistance;this.layoutVertexArray.emplaceBack((s<<1)+(n?1:0),(l<<1)+(i?1:0),Math.round(63*e)+128,Math.round(63*r)+128,1+(0===a?0:a<0?-1:1)|(63&c)<<2,c>>6);var u=o.vertexLength++;this.e1>=0&&this.e2>=0&&(this.indexArray.emplaceBack(this.e1,this.e2,u),o.primitiveLength++),i?this.e2=u:this.e1=u},qs.prototype.updateScaledDistance=function(){this.scaledDistance=this.totalDistance>0?(this.clipStart+(this.clipEnd-this.clipStart)*this.distance/this.totalDistance)*(Hs-1):this.distance},qs.prototype.updateDistance=function(t,e){this.distance+=t.dist(e),this.updateScaledDistance()},Nn(\"LineBucket\",qs,{omit:[\"layers\",\"patternFeatures\"]});var Gs=new Si({\"line-cap\":new wi(Lt.layout_line[\"line-cap\"]),\"line-join\":new Ti(Lt.layout_line[\"line-join\"]),\"line-miter-limit\":new wi(Lt.layout_line[\"line-miter-limit\"]),\"line-round-limit\":new wi(Lt.layout_line[\"line-round-limit\"]),\"line-sort-key\":new Ti(Lt.layout_line[\"line-sort-key\"])}),Ys={paint:new Si({\"line-opacity\":new Ti(Lt.paint_line[\"line-opacity\"]),\"line-color\":new Ti(Lt.paint_line[\"line-color\"]),\"line-translate\":new wi(Lt.paint_line[\"line-translate\"]),\"line-translate-anchor\":new wi(Lt.paint_line[\"line-translate-anchor\"]),\"line-width\":new Ti(Lt.paint_line[\"line-width\"]),\"line-gap-width\":new Ti(Lt.paint_line[\"line-gap-width\"]),\"line-offset\":new Ti(Lt.paint_line[\"line-offset\"]),\"line-blur\":new Ti(Lt.paint_line[\"line-blur\"]),\"line-dasharray\":new Ai(Lt.paint_line[\"line-dasharray\"]),\"line-pattern\":new ki(Lt.paint_line[\"line-pattern\"]),\"line-gradient\":new Mi(Lt.paint_line[\"line-gradient\"])}),layout:Gs},Ws=new(function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.possiblyEvaluate=function(e,r){return r=new pi(Math.floor(r.zoom),{now:r.now,fadeDuration:r.fadeDuration,zoomHistory:r.zoomHistory,transition:r.transition}),t.prototype.possiblyEvaluate.call(this,e,r)},e.prototype.evaluate=function(e,r,n,i){return r=u({},r,{zoom:Math.floor(r.zoom)}),t.prototype.evaluate.call(this,e,r,n,i)},e}(Ti))(Ys.paint.properties[\"line-width\"].specification);Ws.useIntegerZoom=!0;var Xs=function(t){function e(e){t.call(this,e,Ys)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._handleSpecialPaintPropertyUpdate=function(t){\"line-gradient\"===t&&this._updateGradient()},e.prototype._updateGradient=function(){var 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o=t[a],s=[],l=0;l<o.length;l++){var c=o[l-1],u=o[l],f=o[l+1],h=0===l?n:u.sub(c)._unit()._perp(),p=l===o.length-1?n:f.sub(u)._unit()._perp(),d=h._add(p)._unit(),g=d.x*p.x+d.y*p.y;d._mult(1/g),s.push(d._mult(e)._add(u))}r.push(s)}return r}(n,u*s)),function(t,e,r){for(var n=0;n<e.length;n++){var i=e[n];if(t.length>=3)for(var a=0;a<i.length;a++)if(io(t,i[a]))return!0;if(Qa(t,i,r))return!0}return!1}(l,n,c)},e.prototype.isTileClipped=function(){return!0},e}(Ei);function Zs(t,e){return e>0?e+2*t:t}var 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nl=function(t,e,r,n,i){var a,o,s=8*i-n-1,l=(1<<s)-1,c=l>>1,u=-7,f=r?i-1:0,h=r?-1:1,p=t[e+f];for(f+=h,a=p&(1<<-u)-1,p>>=-u,u+=s;u>0;a=256*a+t[e+f],f+=h,u-=8);for(o=a&(1<<-u)-1,a>>=-u,u+=n;u>0;o=256*o+t[e+f],f+=h,u-=8);if(0===a)a=1-c;else{if(a===l)return o?NaN:1/0*(p?-1:1);o+=Math.pow(2,n),a-=c}return(p?-1:1)*o*Math.pow(2,a-n)},il=function(t,e,r,n,i,a){var o,s,l,c=8*a-i-1,u=(1<<c)-1,f=u>>1,h=23===i?Math.pow(2,-24)-Math.pow(2,-77):0,p=n?0:a-1,d=n?1:-1,g=e<0||0===e&&1/e<0?1:0;for(e=Math.abs(e),isNaN(e)||e===1/0?(s=isNaN(e)?1:0,o=u):(o=Math.floor(Math.log(e)/Math.LN2),e*(l=Math.pow(2,-o))<1&&(o--,l*=2),(e+=o+f>=1?h/l:h*Math.pow(2,1-f))*l>=2&&(o++,l/=2),o+f>=u?(s=0,o=u):o+f>=1?(s=(e*l-1)*Math.pow(2,i),o+=f):(s=e*Math.pow(2,f-1)*Math.pow(2,i),o=0));i>=8;t[r+p]=255&s,p+=d,s/=256,i-=8);for(o=o<<i|s,c+=i;c>0;t[r+p]=255&o,p+=d,o/=256,c-=8);t[r+p-d]|=128*g},al=ol;function ol(t){this.buf=ArrayBuffer.isView&&ArrayBuffer.isView(t)?t:new 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e=ll(this);for(t=t||[];this.pos<e;)t.push(this.readSFixed32());return t},readPackedFixed64:function(t){if(this.type!==ol.Bytes)return t.push(this.readFixed64());var e=ll(this);for(t=t||[];this.pos<e;)t.push(this.readFixed64());return t},readPackedSFixed64:function(t){if(this.type!==ol.Bytes)return t.push(this.readSFixed64());var e=ll(this);for(t=t||[];this.pos<e;)t.push(this.readSFixed64());return t},skip:function(t){var e=7&t;if(e===ol.Varint)for(;this.buf[this.pos++]>127;);else if(e===ol.Bytes)this.pos=this.readVarint()+this.pos;else if(e===ol.Fixed32)this.pos+=4;else{if(e!==ol.Fixed64)throw new Error(\"Unimplemented type: \"+e);this.pos+=8}},writeTag:function(t,e){this.writeVarint(t<<3|e)},realloc:function(t){for(var e=this.length||16;e<this.pos+t;)e*=2;if(e!==this.length){var r=new Uint8Array(e);r.set(this.buf),this.buf=r,this.length=e}},finish:function(){return 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r=(7&t)<<4;if(e.buf[e.pos++]|=r|((t>>>=3)?128:0),!t)return;if(e.buf[e.pos++]=127&t|((t>>>=7)?128:0),!t)return;if(e.buf[e.pos++]=127&t|((t>>>=7)?128:0),!t)return;if(e.buf[e.pos++]=127&t|((t>>>=7)?128:0),!t)return;if(e.buf[e.pos++]=127&t|((t>>>=7)?128:0),!t)return;e.buf[e.pos++]=127&t}(n,e)}(t,this):(this.realloc(4),this.buf[this.pos++]=127&t|(t>127?128:0),t<=127||(this.buf[this.pos++]=127&(t>>>=7)|(t>127?128:0),t<=127||(this.buf[this.pos++]=127&(t>>>=7)|(t>127?128:0),t<=127||(this.buf[this.pos++]=t>>>7&127))))},writeSVarint:function(t){this.writeVarint(t<0?2*-t-1:2*t)},writeBoolean:function(t){this.writeVarint(Boolean(t))},writeString:function(t){t=String(t),this.realloc(4*t.length),this.pos++;var e=this.pos;this.pos=function(t,e,r){for(var n,i,a=0;a<e.length;a++){if((n=e.charCodeAt(a))>55295&&n<57344){if(!i){n>56319||a+1===e.length?(t[r++]=239,t[r++]=191,t[r++]=189):i=n;continue}if(n<56320){t[r++]=239,t[r++]=191,t[r++]=189,i=n;continue}n=i-55296<<10|n-56320|65536,i=null}else i&&(t[r++]=239,t[r++]=191,t[r++]=189,i=null);n<128?t[r++]=n:(n<2048?t[r++]=n>>6|192:(n<65536?t[r++]=n>>12|224:(t[r++]=n>>18|240,t[r++]=n>>12&63|128),t[r++]=n>>6&63|128),t[r++]=63&n|128)}return r}(this.buf,t,this.pos);var r=this.pos-e;r>=128&&ul(e,r,this),this.pos=e-1,this.writeVarint(r),this.pos+=r},writeFloat:function(t){this.realloc(4),il(this.buf,t,this.pos,!0,23,4),this.pos+=4},writeDouble:function(t){this.realloc(8),il(this.buf,t,this.pos,!0,52,8),this.pos+=8},writeBytes:function(t){var e=t.length;this.writeVarint(e),this.realloc(e);for(var r=0;r<e;r++)this.buf[this.pos++]=t[r]},writeRawMessage:function(t,e){this.pos++;var r=this.pos;t(e,this);var n=this.pos-r;n>=128&&ul(r,n,this),this.pos=r-1,this.writeVarint(n),this.pos+=n},writeMessage:function(t,e,r){this.writeTag(t,ol.Bytes),this.writeRawMessage(e,r)},writePackedVarint:function(t,e){e.length&&this.writeMessage(t,fl,e)},writePackedSVarint:function(t,e){e.length&&this.writeMessage(t,hl,e)},writePackedBoolean:function(t,e){e.length&&this.writeMessage(t,gl,e)},writePackedFloat:function(t,e){e.length&&this.writeMessage(t,pl,e)},writePackedDouble:function(t,e){e.length&&this.writeMessage(t,dl,e)},writePackedFixed32:function(t,e){e.length&&this.writeMessage(t,ml,e)},writePackedSFixed32:function(t,e){e.length&&this.writeMessage(t,vl,e)},writePackedFixed64:function(t,e){e.length&&this.writeMessage(t,yl,e)},writePackedSFixed64:function(t,e){e.length&&this.writeMessage(t,xl,e)},writeBytesField:function(t,e){this.writeTag(t,ol.Bytes),this.writeBytes(e)},writeFixed32Field:function(t,e){this.writeTag(t,ol.Fixed32),this.writeFixed32(e)},writeSFixed32Field:function(t,e){this.writeTag(t,ol.Fixed32),this.writeSFixed32(e)},writeFixed64Field:function(t,e){this.writeTag(t,ol.Fixed64),this.writeFixed64(e)},writeSFixed64Field:function(t,e){this.writeTag(t,ol.Fixed64),this.writeSFixed64(e)},writeVarintField:function(t,e){this.writeTag(t,ol.Varint),this.writeVarint(e)},writeSVarintField:function(t,e){this.writeTag(t,ol.Varint),this.writeSVarint(e)},writeStringField:function(t,e){this.writeTag(t,ol.Bytes),this.writeString(e)},writeFloatField:function(t,e){this.writeTag(t,ol.Fixed32),this.writeFloat(e)},writeDoubleField:function(t,e){this.writeTag(t,ol.Fixed64),this.writeDouble(e)},writeBooleanField:function(t,e){this.writeVarintField(t,Boolean(e))}};function Tl(t,e,r){1===t&&r.readMessage(kl,e)}function kl(t,e,r){if(3===t){var n=r.readMessage(Al,{}),i=n.id,a=n.bitmap,o=n.width,s=n.height,l=n.left,c=n.top,u=n.advance;e.push({id:i,bitmap:new So({width:o+6,height:s+6},a),metrics:{width:o,height:s,left:l,top:c,advance:u}})}}function Al(t,e,r){1===t?e.id=r.readVarint():2===t?e.bitmap=r.readBytes():3===t?e.width=r.readVarint():4===t?e.height=r.readVarint():5===t?e.left=r.readSVarint():6===t?e.top=r.readSVarint():7===t&&(e.advance=r.readVarint())}function Ml(t){for(var e=0,r=0,n=0,i=t;n<i.length;n+=1){var a=i[n];e+=a.w*a.h,r=Math.max(r,a.w)}t.sort((function(t,e){return e.h-t.h}));for(var o=[{x:0,y:0,w:Math.max(Math.ceil(Math.sqrt(e/.95)),r),h:1/0}],s=0,l=0,c=0,u=t;c<u.length;c+=1)for(var f=u[c],h=o.length-1;h>=0;h--){var p=o[h];if(!(f.w>p.w||f.h>p.h)){if(f.x=p.x,f.y=p.y,l=Math.max(l,f.y+f.h),s=Math.max(s,f.x+f.w),f.w===p.w&&f.h===p.h){var d=o.pop();h<o.length&&(o[h]=d)}else 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Eo({width:o||1,height:s||1});for(var c in t){var u=t[c],f=r[c].paddedRect;Eo.copy(u.data,l,{x:0,y:0},{x:f.x+1,y:f.y+1},u.data)}for(var h in e){var p=e[h],d=n[h].paddedRect,g=d.x+1,m=d.y+1,v=p.data.width,y=p.data.height;Eo.copy(p.data,l,{x:0,y:0},{x:g,y:m},p.data),Eo.copy(p.data,l,{x:0,y:y-1},{x:g,y:m-1},{width:v,height:1}),Eo.copy(p.data,l,{x:0,y:0},{x:g,y:m+y},{width:v,height:1}),Eo.copy(p.data,l,{x:v-1,y:0},{x:g-1,y:m},{width:1,height:y}),Eo.copy(p.data,l,{x:0,y:0},{x:g+v,y:m},{width:1,height:y})}this.image=l,this.iconPositions=r,this.patternPositions=n};Ll.prototype.addImages=function(t,e,r){for(var n in t){var i=t[n],a={x:0,y:0,w:i.data.width+2,h:i.data.height+2};r.push(a),e[n]=new Sl(a,i),i.hasRenderCallback&&this.haveRenderCallbacks.push(n)}},Ll.prototype.patchUpdatedImages=function(t,e){for(var r in t.dispatchRenderCallbacks(this.haveRenderCallbacks),t.updatedImages)this.patchUpdatedImage(this.iconPositions[r],t.getImage(r),e),this.patchUpdatedImage(this.patternPositions[r],t.getImage(r),e)},Ll.prototype.patchUpdatedImage=function(t,e,r){if(t&&e&&t.version!==e.version){t.version=e.version;var n=t.tl,i=n[0],a=n[1];r.update(e.data,void 0,{x:i,y:a})}},Nn(\"ImagePosition\",Sl),Nn(\"ImageAtlas\",Ll);var Cl={horizontal:1,vertical:2,horizontalOnly:3};var Pl=function(){this.scale=1,this.fontStack=\"\",this.imageName=null};Pl.forText=function(t,e){var r=new Pl;return r.scale=t||1,r.fontStack=e,r},Pl.forImage=function(t){var e=new Pl;return e.imageName=t,e};var Il=function(){this.text=\"\",this.sectionIndex=[],this.sections=[],this.imageSectionID=null};function Ol(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g){var m,v=Il.fromFeature(t,i);f===Cl.vertical&&v.verticalizePunctuation();var y=hi.processBidirectionalText,x=hi.processStyledBidirectionalText;if(y&&1===v.sections.length){m=[];for(var b=0,_=y(v.toString(),jl(v,c,a,e,n,p,d));b<_.length;b+=1){var w=_[b],T=new Il;T.text=w,T.sections=v.sections;for(var k=0;k<w.length;k++)T.sectionIndex.push(0);m.push(T)}}else if(x){m=[];for(var A=0,M=x(v.text,v.sectionIndex,jl(v,c,a,e,n,p,d));A<M.length;A+=1){var S=M[A],E=new Il;E.text=S[0],E.sectionIndex=S[1],E.sections=v.sections,m.push(E)}}else m=function(t,e){for(var r=[],n=t.text,i=0,a=0,o=e;a<o.length;a+=1){var s=o[a];r.push(t.substring(i,s)),i=s}return i<n.length&&r.push(t.substring(i,n.length)),r}(v,jl(v,c,a,e,n,p,d));var L=[],C={positionedLines:L,text:v.toString(),top:u[1],bottom:u[1],left:u[0],right:u[0],writingMode:f,iconsInText:!1,verticalizable:!1};return function(t,e,r,n,i,a,o,s,l,c,u,f){for(var h=0,p=-17,d=0,g=0,m=\"right\"===s?1:\"left\"===s?0:.5,v=0,y=0,x=i;y<x.length;y+=1){var b=x[y];b.trim();var _=b.getMaxScale(),w=24*(_-1),T={positionedGlyphs:[],lineOffset:0};t.positionedLines[v]=T;var k=T.positionedGlyphs,A=0;if(b.length()){for(var M=0;M<b.length();M++){var S=b.getSection(M),E=b.getSectionIndex(M),L=b.getCharCode(M),C=0,P=null,I=null,O=null,z=24,D=!(l===Cl.horizontal||!u&&!Zn(L)||u&&(zl[L]||(Y=L,Yn.Arabic(Y)||Yn[\"Arabic Supplement\"](Y)||Yn[\"Arabic Extended-A\"](Y)||Yn[\"Arabic Presentation Forms-A\"](Y)||Yn[\"Arabic Presentation Forms-B\"](Y))));if(S.imageName){var R=n[S.imageName];if(!R)continue;O=S.imageName,t.iconsInText=t.iconsInText||!0,I=R.paddedRect;var F=R.displaySize;S.scale=24*S.scale/f,P={width:F[0],height:F[1],left:1,top:-3,advance:D?F[1]:F[0]};var B=24-F[1]*S.scale;C=w+B,z=P.advance;var N=D?F[0]*S.scale-24*_:F[1]*S.scale-24*_;N>0&&N>A&&(A=N)}else{var j=r[S.fontStack],U=j&&j[L];if(U&&U.rect)I=U.rect,P=U.metrics;else{var V=e[S.fontStack],H=V&&V[L];if(!H)continue;P=H.metrics}C=24*(_-S.scale)}D?(t.verticalizable=!0,k.push({glyph:L,imageName:O,x:h,y:p+C,vertical:D,scale:S.scale,fontStack:S.fontStack,sectionIndex:E,metrics:P,rect:I}),h+=z*S.scale+c):(k.push({glyph:L,imageName:O,x:h,y:p+C,vertical:D,scale:S.scale,fontStack:S.fontStack,sectionIndex:E,metrics:P,rect:I}),h+=P.advance*S.scale+c)}if(0!==k.length){var q=h-c;d=Math.max(q,d),Vl(k,0,k.length-1,m,A)}h=0;var G=a*_+A;T.lineOffset=Math.max(A,w),p+=G,g=Math.max(G,g),++v}else p+=a,++v}var Y;var W=p- -17,X=Ul(o),Z=X.horizontalAlign,J=X.verticalAlign;(function(t,e,r,n,i,a,o,s,l){var c=(e-r)*i,u=0;u=a!==o?-s*n- -17:(-n*l+.5)*o;for(var f=0,h=t;f<h.length;f+=1)for(var p=h[f],d=0,g=p.positionedGlyphs;d<g.length;d+=1){var m=g[d];m.x+=c,m.y+=u}})(t.positionedLines,m,Z,J,d,g,a,W,i.length),t.top+=-J*W,t.bottom=t.top+W,t.left+=-Z*d,t.right=t.left+d}(C,e,r,n,m,o,s,l,f,c,h,g),!function(t){for(var e=0,r=t;e<r.length;e+=1){if(0!==r[e].positionedGlyphs.length)return!1}return!0}(L)&&C}Il.fromFeature=function(t,e){for(var r=new Il,n=0;n<t.sections.length;n++){var i=t.sections[n];i.image?r.addImageSection(i):r.addTextSection(i,e)}return r},Il.prototype.length=function(){return this.text.length},Il.prototype.getSection=function(t){return this.sections[this.sectionIndex[t]]},Il.prototype.getSectionIndex=function(t){return this.sectionIndex[t]},Il.prototype.getCharCode=function(t){return this.text.charCodeAt(t)},Il.prototype.verticalizePunctuation=function(){this.text=function(t){for(var e=\"\",r=0;r<t.length;r++){var n=t.charCodeAt(r+1)||null,i=t.charCodeAt(r-1)||null;(!n||!Jn(n)||rl[t[r+1]])&&(!i||!Jn(i)||rl[t[r-1]])&&rl[t[r]]?e+=rl[t[r]]:e+=t[r]}return e}(this.text)},Il.prototype.trim=function(){for(var t=0,e=0;e<this.text.length&&zl[this.text.charCodeAt(e)];e++)t++;for(var 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e=this.data,r=this.compare,n=this.length>>1,i=e[t];t<n;){var a=1+(t<<1),o=e[a],s=a+1;if(s<this.length&&r(e[s],o)<0&&(a=s,o=e[s]),r(o,i)>=0)break;e[t]=o,t=a}e[t]=i};var pc=Number.POSITIVE_INFINITY;function dc(t,e){return e[1]!==pc?function(t,e,r){var n=0,i=0;switch(e=Math.abs(e),r=Math.abs(r),t){case\"top-right\":case\"top-left\":case\"top\":i=r-7;break;case\"bottom-right\":case\"bottom-left\":case\"bottom\":i=7-r}switch(t){case\"top-right\":case\"bottom-right\":case\"right\":n=-e;break;case\"top-left\":case\"bottom-left\":case\"left\":n=e}return[n,i]}(t,e[0],e[1]):function(t,e){var r=0,n=0;e<0&&(e=0);var i=e/Math.sqrt(2);switch(t){case\"top-right\":case\"top-left\":n=i-7;break;case\"bottom-right\":case\"bottom-left\":n=7-i;break;case\"bottom\":n=7-e;break;case\"top\":n=e-7}switch(t){case\"top-right\":case\"bottom-right\":r=-i;break;case\"top-left\":case\"bottom-left\":r=i;break;case\"left\":r=e;break;case\"right\":r=-e}return[r,n]}(t,e[0])}function gc(t){switch(t){case\"right\":case\"top-right\":case\"bottom-right\":return\"right\";case\"left\":case\"top-left\":case\"bottom-left\":return\"left\"}return\"center\"}function mc(t,e,r,n,a,o,s,l,c,u,f,h,p,d,g){var m=function(t,e,r,n,a,o,s,l){for(var c=n.layout.get(\"text-rotate\").evaluate(o,{})*Math.PI/180,u=[],f=0,h=e.positionedLines;f<h.length;f+=1)for(var p=h[f],d=0,g=p.positionedGlyphs;d<g.length;d+=1){var m=g[d];if(m.rect){var v=m.rect||{},y=4,x=!0,b=1,_=0,w=(a||l)&&m.vertical,T=m.metrics.advance*m.scale/2;if(l&&e.verticalizable){var k=24*(m.scale-1),A=(24-m.metrics.width*m.scale)/2;_=p.lineOffset/2-(m.imageName?-A:k)}if(m.imageName){var M=s[m.imageName];x=M.sdf,y=1/(b=M.pixelRatio)}var S=a?[m.x+T,m.y]:[0,0],E=a?[0,0]:[m.x+T+r[0],m.y+r[1]-_],L=[0,0];w&&(L=E,E=[0,0]);var C=(m.metrics.left-y)*m.scale-T+E[0],P=(-m.metrics.top-y)*m.scale+E[1],I=C+v.w*m.scale/b,O=P+v.h*m.scale/b,z=new i(C,P),D=new i(I,P),R=new i(C,O),F=new i(I,O);if(w){var B=new i(-T,T- -17),N=-Math.PI/2,j=12-T,U=m.imageName?j:0,V=new i(22-j,-U),H=new(Function.prototype.bind.apply(i,[null].concat(L)));z._rotateAround(N,B)._add(V)._add(H),D._rotateAround(N,B)._add(V)._add(H),R._rotateAround(N,B)._add(V)._add(H),F._rotateAround(N,B)._add(V)._add(H)}if(c){var q=Math.sin(c),G=Math.cos(c),Y=[G,-q,q,G];z._matMult(Y),D._matMult(Y),R._matMult(Y),F._matMult(Y)}var W=new i(0,0),X=new i(0,0);u.push({tl:z,tr:D,bl:R,br:F,tex:v,writingMode:e.writingMode,glyphOffset:S,sectionIndex:m.sectionIndex,isSDF:x,pixelOffsetTL:W,pixelOffsetBR:X,minFontScaleX:0,minFontScaleY:0})}}return u}(0,r,l,a,o,s,n,t.allowVerticalPlacement),v=t.textSizeData,y=null;\"source\"===v.kind?(y=[128*a.layout.get(\"text-size\").evaluate(s,{})])[0]>32640&&_(t.layerIds[0]+': Value for \"text-size\" is >= 255. Reduce your \"text-size\".'):\"composite\"===v.kind&&((y=[128*d.compositeTextSizes[0].evaluate(s,{},g),128*d.compositeTextSizes[1].evaluate(s,{},g)])[0]>32640||y[1]>32640)&&_(t.layerIds[0]+': Value for \"text-size\" is >= 255. Reduce your \"text-size\".'),t.addSymbols(t.text,m,y,l,o,s,u,e,c.lineStartIndex,c.lineLength,p,g);for(var x=0,b=f;x<b.length;x+=1){h[b[x]]=t.text.placedSymbolArray.length-1}return 4*m.length}function vc(t){for(var e in t)return t[e];return null}function yc(t,e,r,n){var i=t.compareText;if(e in i){for(var a=i[e],o=a.length-1;o>=0;o--)if(n.dist(a[o])<r)return!0}else i[e]=[];return i[e].push(n),!1}var xc=Ls.VectorTileFeature.types,bc=[{name:\"a_fade_opacity\",components:1,type:\"Uint8\",offset:0}];function _c(t,e,r,n,i,a,o,s,l,c,u,f,h){var p=s?Math.min(32640,Math.round(s[0])):0,d=s?Math.min(32640,Math.round(s[1])):0;t.emplaceBack(e,r,Math.round(32*n),Math.round(32*i),a,o,(p<<1)+(l?1:0),d,16*c,16*u,256*f,256*h)}function wc(t,e,r){t.emplaceBack(e.x,e.y,r),t.emplaceBack(e.x,e.y,r),t.emplaceBack(e.x,e.y,r),t.emplaceBack(e.x,e.y,r)}function Tc(t){for(var e=0,r=t.sections;e<r.length;e+=1){if($n(r[e].text))return!0}return!1}var kc=function(t){this.layoutVertexArray=new Ni,this.indexArray=new Yi,this.programConfigurations=t,this.segments=new pa,this.dynamicLayoutVertexArray=new ji,this.opacityVertexArray=new Ui,this.placedSymbolArray=new aa};kc.prototype.isEmpty=function(){return 0===this.layoutVertexArray.length&&0===this.indexArray.length&&0===this.dynamicLayoutVertexArray.length&&0===this.opacityVertexArray.length},kc.prototype.upload=function(t,e,r,n){this.isEmpty()||(r&&(this.layoutVertexBuffer=t.createVertexBuffer(this.layoutVertexArray,Js.members),this.indexBuffer=t.createIndexBuffer(this.indexArray,e),this.dynamicLayoutVertexBuffer=t.createVertexBuffer(this.dynamicLayoutVertexArray,Ks.members,!0),this.opacityVertexBuffer=t.createVertexBuffer(this.opacityVertexArray,bc,!0),this.opacityVertexBuffer.itemSize=1),(r||n)&&this.programConfigurations.upload(t))},kc.prototype.destroy=function(){this.layoutVertexBuffer&&(this.layoutVertexBuffer.destroy(),this.indexBuffer.destroy(),this.programConfigurations.destroy(),this.segments.destroy(),this.dynamicLayoutVertexBuffer.destroy(),this.opacityVertexBuffer.destroy())},Nn(\"SymbolBuffers\",kc);var Ac=function(t,e,r){this.layoutVertexArray=new t,this.layoutAttributes=e,this.indexArray=new r,this.segments=new pa,this.collisionVertexArray=new Gi};Ac.prototype.upload=function(t){this.layoutVertexBuffer=t.createVertexBuffer(this.layoutVertexArray,this.layoutAttributes),this.indexBuffer=t.createIndexBuffer(this.indexArray),this.collisionVertexBuffer=t.createVertexBuffer(this.collisionVertexArray,Qs.members,!0)},Ac.prototype.destroy=function(){this.layoutVertexBuffer&&(this.layoutVertexBuffer.destroy(),this.indexBuffer.destroy(),this.segments.destroy(),this.collisionVertexBuffer.destroy())},Nn(\"CollisionBuffers\",Ac);var Mc=function(t){this.collisionBoxArray=t.collisionBoxArray,this.zoom=t.zoom,this.overscaling=t.overscaling,this.layers=t.layers,this.layerIds=this.layers.map((function(t){return t.id})),this.index=t.index,this.pixelRatio=t.pixelRatio,this.sourceLayerIndex=t.sourceLayerIndex,this.hasPattern=!1,this.hasRTLText=!1,this.sortKeyRanges=[],this.collisionCircleArray=[],this.placementInvProjMatrix=ho([]),this.placementViewportMatrix=ho([]);var e=this.layers[0]._unevaluatedLayout._values;this.textSizeData=Gl(this.zoom,e[\"text-size\"]),this.iconSizeData=Gl(this.zoom,e[\"icon-size\"]);var r=this.layers[0].layout,n=r.get(\"symbol-sort-key\"),i=r.get(\"symbol-z-order\");this.sortFeaturesByKey=\"viewport-y\"!==i&&void 0!==n.constantOr(1);var a=\"viewport-y\"===i||\"auto\"===i&&!this.sortFeaturesByKey;this.sortFeaturesByY=a&&(r.get(\"text-allow-overlap\")||r.get(\"icon-allow-overlap\")||r.get(\"text-ignore-placement\")||r.get(\"icon-ignore-placement\")),\"point\"===r.get(\"symbol-placement\")&&(this.writingModes=r.get(\"text-writing-mode\").map((function(t){return Cl[t]}))),this.stateDependentLayerIds=this.layers.filter((function(t){return t.isStateDependent()})).map((function(t){return t.id})),this.sourceID=t.sourceID};Mc.prototype.createArrays=function(){this.text=new kc(new Ua(Js.members,this.layers,this.zoom,(function(t){return/^text/.test(t)}))),this.icon=new kc(new Ua(Js.members,this.layers,this.zoom,(function(t){return/^icon/.test(t)}))),this.glyphOffsetArray=new la,this.lineVertexArray=new ca,this.symbolInstances=new sa},Mc.prototype.calculateGlyphDependencies=function(t,e,r,n,i){for(var a=0;a<t.length;a++)if(e[t.charCodeAt(a)]=!0,(r||n)&&i){var o=rl[t.charAt(a)];o&&(e[o.charCodeAt(0)]=!0)}},Mc.prototype.populate=function(t,e,r){var n=this.layers[0],i=n.layout,a=i.get(\"text-font\"),o=i.get(\"text-field\"),s=i.get(\"icon-image\"),l=(\"constant\"!==o.value.kind||o.value.value instanceof ne&&!o.value.value.isEmpty()||o.value.value.toString().length>0)&&(\"constant\"!==a.value.kind||a.value.value.length>0),c=\"constant\"!==s.value.kind||!!s.value.value||Object.keys(s.parameters).length>0,u=i.get(\"symbol-sort-key\");if(this.features=[],l||c){for(var f=e.iconDependencies,h=e.glyphDependencies,p=e.availableImages,d=new pi(this.zoom),g=0,m=t;g<m.length;g+=1){var v=m[g],y=v.feature,x=v.id,b=v.index,_=v.sourceLayerIndex,w=n._featureFilter.needGeometry,T={type:y.type,id:x,properties:y.properties,geometry:w?Ya(y):[]};if(n._featureFilter.filter(d,T,r)){w||(T.geometry=Ya(y));var k=void 0;if(l){var A=n.getValueAndResolveTokens(\"text-field\",T,r,p),M=ne.factory(A);Tc(M)&&(this.hasRTLText=!0),(!this.hasRTLText||\"unavailable\"===ui()||this.hasRTLText&&hi.isParsed())&&(k=el(M,n,T))}var S=void 0;if(c){var E=n.getValueAndResolveTokens(\"icon-image\",T,r,p);S=E instanceof ie?E:ie.fromString(E)}if(k||S){var L=this.sortFeaturesByKey?u.evaluate(T,{},r):void 0,C={id:x,text:k,icon:S,index:b,sourceLayerIndex:_,geometry:Ya(y),properties:y.properties,type:xc[y.type],sortKey:L};if(this.features.push(C),S&&(f[S.name]=!0),k){var P=a.evaluate(T,{},r).join(\",\"),I=\"map\"===i.get(\"text-rotation-alignment\")&&\"point\"!==i.get(\"symbol-placement\");this.allowVerticalPlacement=this.writingModes&&this.writingModes.indexOf(Cl.vertical)>=0;for(var O=0,z=k.sections;O<z.length;O+=1){var D=z[O];if(D.image)f[D.image.name]=!0;else{var R=Wn(k.toString()),F=D.fontStack||P,B=h[F]=h[F]||{};this.calculateGlyphDependencies(D.text,B,I,this.allowVerticalPlacement,R)}}}}}}\"line\"===i.get(\"symbol-placement\")&&(this.features=function(t){var e={},r={},n=[],i=0;function a(e){n.push(t[e]),i++}function o(t,e,i){var a=r[t];return delete r[t],r[e]=a,n[a].geometry[0].pop(),n[a].geometry[0]=n[a].geometry[0].concat(i[0]),a}function s(t,r,i){var a=e[r];return delete e[r],e[t]=a,n[a].geometry[0].shift(),n[a].geometry[0]=i[0].concat(n[a].geometry[0]),a}function l(t,e,r){var n=r?e[0][e[0].length-1]:e[0][0];return t+\":\"+n.x+\":\"+n.y}for(var c=0;c<t.length;c++){var u=t[c],f=u.geometry,h=u.text?u.text.toString():null;if(h){var p=l(h,f),d=l(h,f,!0);if(p in r&&d in e&&r[p]!==e[d]){var g=s(p,d,f),m=o(p,d,n[g].geometry);delete e[p],delete r[d],r[l(h,n[m].geometry,!0)]=m,n[g].geometry=null}else p in r?o(p,d,f):d in e?s(p,d,f):(a(c),e[p]=i-1,r[d]=i-1)}else a(c)}return n.filter((function(t){return t.geometry}))}(this.features)),this.sortFeaturesByKey&&this.features.sort((function(t,e){return t.sortKey-e.sortKey}))}},Mc.prototype.update=function(t,e,r){this.stateDependentLayers.length&&(this.text.programConfigurations.updatePaintArrays(t,e,this.layers,r),this.icon.programConfigurations.updatePaintArrays(t,e,this.layers,r))},Mc.prototype.isEmpty=function(){return 0===this.symbolInstances.length&&!this.hasRTLText},Mc.prototype.uploadPending=function(){return!this.uploaded||this.text.programConfigurations.needsUpload||this.icon.programConfigurations.needsUpload},Mc.prototype.upload=function(t){!this.uploaded&&this.hasDebugData()&&(this.textCollisionBox.upload(t),this.iconCollisionBox.upload(t)),this.text.upload(t,this.sortFeaturesByY,!this.uploaded,this.text.programConfigurations.needsUpload),this.icon.upload(t,this.sortFeaturesByY,!this.uploaded,this.icon.programConfigurations.needsUpload),this.uploaded=!0},Mc.prototype.destroyDebugData=function(){this.textCollisionBox.destroy(),this.iconCollisionBox.destroy()},Mc.prototype.destroy=function(){this.text.destroy(),this.icon.destroy(),this.hasDebugData()&&this.destroyDebugData()},Mc.prototype.addToLineVertexArray=function(t,e){var r=this.lineVertexArray.length;if(void 0!==t.segment){for(var n=t.dist(e[t.segment+1]),i=t.dist(e[t.segment]),a={},o=t.segment+1;o<e.length;o++)a[o]={x:e[o].x,y:e[o].y,tileUnitDistanceFromAnchor:n},o<e.length-1&&(n+=e[o+1].dist(e[o]));for(var s=t.segment||0;s>=0;s--)a[s]={x:e[s].x,y:e[s].y,tileUnitDistanceFromAnchor:i},s>0&&(i+=e[s-1].dist(e[s]));for(var l=0;l<e.length;l++){var c=a[l];this.lineVertexArray.emplaceBack(c.x,c.y,c.tileUnitDistanceFromAnchor)}}return{lineStartIndex:r,lineLength:this.lineVertexArray.length-r}},Mc.prototype.addSymbols=function(t,e,r,n,i,a,o,s,l,c,u,f){for(var h=t.indexArray,p=t.layoutVertexArray,d=t.segments.prepareSegment(4*e.length,p,h,a.sortKey),g=this.glyphOffsetArray.length,m=d.vertexLength,v=this.allowVerticalPlacement&&o===Cl.vertical?Math.PI/2:0,y=a.text&&a.text.sections,x=0;x<e.length;x++){var b=e[x],_=b.tl,w=b.tr,T=b.bl,k=b.br,A=b.tex,M=b.pixelOffsetTL,S=b.pixelOffsetBR,E=b.minFontScaleX,L=b.minFontScaleY,C=b.glyphOffset,P=b.isSDF,I=b.sectionIndex,O=d.vertexLength,z=C[1];_c(p,s.x,s.y,_.x,z+_.y,A.x,A.y,r,P,M.x,M.y,E,L),_c(p,s.x,s.y,w.x,z+w.y,A.x+A.w,A.y,r,P,S.x,M.y,E,L),_c(p,s.x,s.y,T.x,z+T.y,A.x,A.y+A.h,r,P,M.x,S.y,E,L),_c(p,s.x,s.y,k.x,z+k.y,A.x+A.w,A.y+A.h,r,P,S.x,S.y,E,L),wc(t.dynamicLayoutVertexArray,s,v),h.emplaceBack(O,O+1,O+2),h.emplaceBack(O+1,O+2,O+3),d.vertexLength+=4,d.primitiveLength+=2,this.glyphOffsetArray.emplaceBack(C[0]),x!==e.length-1&&I===e[x+1].sectionIndex||t.programConfigurations.populatePaintArrays(p.length,a,a.index,{},f,y&&y[I])}t.placedSymbolArray.emplaceBack(s.x,s.y,g,this.glyphOffsetArray.length-g,m,l,c,s.segment,r?r[0]:0,r?r[1]:0,n[0],n[1],o,0,!1,0,u)},Mc.prototype._addCollisionDebugVertex=function(t,e,r,n,i,a){return e.emplaceBack(0,0),t.emplaceBack(r.x,r.y,n,i,Math.round(a.x),Math.round(a.y))},Mc.prototype.addCollisionDebugVertices=function(t,e,r,n,a,o,s){var l=a.segments.prepareSegment(4,a.layoutVertexArray,a.indexArray),c=l.vertexLength,u=a.layoutVertexArray,f=a.collisionVertexArray,h=s.anchorX,p=s.anchorY;this._addCollisionDebugVertex(u,f,o,h,p,new i(t,e)),this._addCollisionDebugVertex(u,f,o,h,p,new i(r,e)),this._addCollisionDebugVertex(u,f,o,h,p,new i(r,n)),this._addCollisionDebugVertex(u,f,o,h,p,new i(t,n)),l.vertexLength+=4;var d=a.indexArray;d.emplaceBack(c,c+1),d.emplaceBack(c+1,c+2),d.emplaceBack(c+2,c+3),d.emplaceBack(c+3,c),l.primitiveLength+=4},Mc.prototype.addDebugCollisionBoxes=function(t,e,r,n){for(var i=t;i<e;i++){var a=this.collisionBoxArray.get(i),o=a.x1,s=a.y1,l=a.x2,c=a.y2;this.addCollisionDebugVertices(o,s,l,c,n?this.textCollisionBox:this.iconCollisionBox,a.anchorPoint,r)}},Mc.prototype.generateCollisionDebugBuffers=function(){this.hasDebugData()&&this.destroyDebugData(),this.textCollisionBox=new Ac(Hi,$s.members,Qi),this.iconCollisionBox=new Ac(Hi,$s.members,Qi);for(var t=0;t<this.symbolInstances.length;t++){var e=this.symbolInstances.get(t);this.addDebugCollisionBoxes(e.textBoxStartIndex,e.textBoxEndIndex,e,!0),this.addDebugCollisionBoxes(e.verticalTextBoxStartIndex,e.verticalTextBoxEndIndex,e,!0),this.addDebugCollisionBoxes(e.iconBoxStartIndex,e.iconBoxEndIndex,e,!1),this.addDebugCollisionBoxes(e.verticalIconBoxStartIndex,e.verticalIconBoxEndIndex,e,!1)}},Mc.prototype._deserializeCollisionBoxesForSymbol=function(t,e,r,n,i,a,o,s,l){for(var c={},u=e;u<r;u++){var f=t.get(u);c.textBox={x1:f.x1,y1:f.y1,x2:f.x2,y2:f.y2,anchorPointX:f.anchorPointX,anchorPointY:f.anchorPointY},c.textFeatureIndex=f.featureIndex;break}for(var h=n;h<i;h++){var p=t.get(h);c.verticalTextBox={x1:p.x1,y1:p.y1,x2:p.x2,y2:p.y2,anchorPointX:p.anchorPointX,anchorPointY:p.anchorPointY},c.verticalTextFeatureIndex=p.featureIndex;break}for(var d=a;d<o;d++){var g=t.get(d);c.iconBox={x1:g.x1,y1:g.y1,x2:g.x2,y2:g.y2,anchorPointX:g.anchorPointX,anchorPointY:g.anchorPointY},c.iconFeatureIndex=g.featureIndex;break}for(var m=s;m<l;m++){var v=t.get(m);c.verticalIconBox={x1:v.x1,y1:v.y1,x2:v.x2,y2:v.y2,anchorPointX:v.anchorPointX,anchorPointY:v.anchorPointY},c.verticalIconFeatureIndex=v.featureIndex;break}return c},Mc.prototype.deserializeCollisionBoxes=function(t){this.collisionArrays=[];for(var e=0;e<this.symbolInstances.length;e++){var r=this.symbolInstances.get(e);this.collisionArrays.push(this._deserializeCollisionBoxesForSymbol(t,r.textBoxStartIndex,r.textBoxEndIndex,r.verticalTextBoxStartIndex,r.verticalTextBoxEndIndex,r.iconBoxStartIndex,r.iconBoxEndIndex,r.verticalIconBoxStartIndex,r.verticalIconBoxEndIndex))}},Mc.prototype.hasTextData=function(){return this.text.segments.get().length>0},Mc.prototype.hasIconData=function(){return this.icon.segments.get().length>0},Mc.prototype.hasDebugData=function(){return this.textCollisionBox&&this.iconCollisionBox},Mc.prototype.hasTextCollisionBoxData=function(){return this.hasDebugData()&&this.textCollisionBox.segments.get().length>0},Mc.prototype.hasIconCollisionBoxData=function(){return this.hasDebugData()&&this.iconCollisionBox.segments.get().length>0},Mc.prototype.addIndicesForPlacedSymbol=function(t,e){for(var r=t.placedSymbolArray.get(e),n=r.vertexStartIndex+4*r.numGlyphs,i=r.vertexStartIndex;i<n;i+=4)t.indexArray.emplaceBack(i,i+1,i+2),t.indexArray.emplaceBack(i+1,i+2,i+3)},Mc.prototype.getSortedSymbolIndexes=function(t){if(this.sortedAngle===t&&void 0!==this.symbolInstanceIndexes)return this.symbolInstanceIndexes;for(var e=Math.sin(t),r=Math.cos(t),n=[],i=[],a=[],o=0;o<this.symbolInstances.length;++o){a.push(o);var s=this.symbolInstances.get(o);n.push(0|Math.round(e*s.anchorX+r*s.anchorY)),i.push(s.featureIndex)}return a.sort((function(t,e){return n[t]-n[e]||i[e]-i[t]})),a},Mc.prototype.addToSortKeyRanges=function(t,e){var r=this.sortKeyRanges[this.sortKeyRanges.length-1];r&&r.sortKey===e?r.symbolInstanceEnd=t+1:this.sortKeyRanges.push({sortKey:e,symbolInstanceStart:t,symbolInstanceEnd:t+1})},Mc.prototype.sortFeatures=function(t){var e=this;if(this.sortFeaturesByY&&this.sortedAngle!==t&&!(this.text.segments.get().length>1||this.icon.segments.get().length>1)){this.symbolInstanceIndexes=this.getSortedSymbolIndexes(t),this.sortedAngle=t,this.text.indexArray.clear(),this.icon.indexArray.clear(),this.featureSortOrder=[];for(var r=0,n=this.symbolInstanceIndexes;r<n.length;r+=1){var i=n[r],a=this.symbolInstances.get(i);this.featureSortOrder.push(a.featureIndex),[a.rightJustifiedTextSymbolIndex,a.centerJustifiedTextSymbolIndex,a.leftJustifiedTextSymbolIndex].forEach((function(t,r,n){t>=0&&n.indexOf(t)===r&&e.addIndicesForPlacedSymbol(e.text,t)})),a.verticalPlacedTextSymbolIndex>=0&&this.addIndicesForPlacedSymbol(this.text,a.verticalPlacedTextSymbolIndex),a.placedIconSymbolIndex>=0&&this.addIndicesForPlacedSymbol(this.icon,a.placedIconSymbolIndex),a.verticalPlacedIconSymbolIndex>=0&&this.addIndicesForPlacedSymbol(this.icon,a.verticalPlacedIconSymbolIndex)}this.text.indexBuffer&&this.text.indexBuffer.updateData(this.text.indexArray),this.icon.indexBuffer&&this.icon.indexBuffer.updateData(this.icon.indexArray)}},Nn(\"SymbolBucket\",Mc,{omit:[\"layers\",\"collisionBoxArray\",\"features\",\"compareText\"]}),Mc.MAX_GLYPHS=65535,Mc.addDynamicAttributes=wc;var Sc=new Si({\"symbol-placement\":new wi(Lt.layout_symbol[\"symbol-placement\"]),\"symbol-spacing\":new wi(Lt.layout_symbol[\"symbol-spacing\"]),\"symbol-avoid-edges\":new wi(Lt.layout_symbol[\"symbol-avoid-edges\"]),\"symbol-sort-key\":new Ti(Lt.layout_symbol[\"symbol-sort-key\"]),\"symbol-z-order\":new wi(Lt.layout_symbol[\"symbol-z-order\"]),\"icon-allow-overlap\":new wi(Lt.layout_symbol[\"icon-allow-overlap\"]),\"icon-ignore-placement\":new wi(Lt.layout_symbol[\"icon-ignore-placement\"]),\"icon-optional\":new wi(Lt.layout_symbol[\"icon-optional\"]),\"icon-rotation-alignment\":new wi(Lt.layout_symbol[\"icon-rotation-alignment\"]),\"icon-size\":new Ti(Lt.layout_symbol[\"icon-size\"]),\"icon-text-fit\":new wi(Lt.layout_symbol[\"icon-text-fit\"]),\"icon-text-fit-padding\":new wi(Lt.layout_symbol[\"icon-text-fit-padding\"]),\"icon-image\":new Ti(Lt.layout_symbol[\"icon-image\"]),\"icon-rotate\":new Ti(Lt.layout_symbol[\"icon-rotate\"]),\"icon-padding\":new wi(Lt.layout_symbol[\"icon-padding\"]),\"icon-keep-upright\":new wi(Lt.layout_symbol[\"icon-keep-upright\"]),\"icon-offset\":new Ti(Lt.layout_symbol[\"icon-offset\"]),\"icon-anchor\":new Ti(Lt.layout_symbol[\"icon-anchor\"]),\"icon-pitch-alignment\":new wi(Lt.layout_symbol[\"icon-pitch-alignment\"]),\"text-pitch-alignment\":new wi(Lt.layout_symbol[\"text-pitch-alignment\"]),\"text-rotation-alignment\":new wi(Lt.layout_symbol[\"text-rotation-alignment\"]),\"text-field\":new Ti(Lt.layout_symbol[\"text-field\"]),\"text-font\":new Ti(Lt.layout_symbol[\"text-font\"]),\"text-size\":new Ti(Lt.layout_symbol[\"text-size\"]),\"text-max-width\":new Ti(Lt.layout_symbol[\"text-max-width\"]),\"text-line-height\":new wi(Lt.layout_symbol[\"text-line-height\"]),\"text-letter-spacing\":new Ti(Lt.layout_symbol[\"text-letter-spacing\"]),\"text-justify\":new Ti(Lt.layout_symbol[\"text-justify\"]),\"text-radial-offset\":new Ti(Lt.layout_symbol[\"text-radial-offset\"]),\"text-variable-anchor\":new wi(Lt.layout_symbol[\"text-variable-anchor\"]),\"text-anchor\":new Ti(Lt.layout_symbol[\"text-anchor\"]),\"text-max-angle\":new wi(Lt.layout_symbol[\"text-max-angle\"]),\"text-writing-mode\":new wi(Lt.layout_symbol[\"text-writing-mode\"]),\"text-rotate\":new Ti(Lt.layout_symbol[\"text-rotate\"]),\"text-padding\":new wi(Lt.layout_symbol[\"text-padding\"]),\"text-keep-upright\":new wi(Lt.layout_symbol[\"text-keep-upright\"]),\"text-transform\":new Ti(Lt.layout_symbol[\"text-transform\"]),\"text-offset\":new Ti(Lt.layout_symbol[\"text-offset\"]),\"text-allow-overlap\":new wi(Lt.layout_symbol[\"text-allow-overlap\"]),\"text-ignore-placement\":new wi(Lt.layout_symbol[\"text-ignore-placement\"]),\"text-optional\":new wi(Lt.layout_symbol[\"text-optional\"])}),Ec={paint:new Si({\"icon-opacity\":new Ti(Lt.paint_symbol[\"icon-opacity\"]),\"icon-color\":new Ti(Lt.paint_symbol[\"icon-color\"]),\"icon-halo-color\":new Ti(Lt.paint_symbol[\"icon-halo-color\"]),\"icon-halo-width\":new Ti(Lt.paint_symbol[\"icon-halo-width\"]),\"icon-halo-blur\":new Ti(Lt.paint_symbol[\"icon-halo-blur\"]),\"icon-translate\":new wi(Lt.paint_symbol[\"icon-translate\"]),\"icon-translate-anchor\":new wi(Lt.paint_symbol[\"icon-translate-anchor\"]),\"text-opacity\":new Ti(Lt.paint_symbol[\"text-opacity\"]),\"text-color\":new Ti(Lt.paint_symbol[\"text-color\"],{runtimeType:Ut,getOverride:function(t){return t.textColor},hasOverride:function(t){return!!t.textColor}}),\"text-halo-color\":new Ti(Lt.paint_symbol[\"text-halo-color\"]),\"text-halo-width\":new Ti(Lt.paint_symbol[\"text-halo-width\"]),\"text-halo-blur\":new Ti(Lt.paint_symbol[\"text-halo-blur\"]),\"text-translate\":new wi(Lt.paint_symbol[\"text-translate\"]),\"text-translate-anchor\":new wi(Lt.paint_symbol[\"text-translate-anchor\"])}),layout:Sc},Lc=function(t){this.type=t.property.overrides?t.property.overrides.runtimeType:Ft,this.defaultValue=t};Lc.prototype.evaluate=function(t){if(t.formattedSection){var e=this.defaultValue.property.overrides;if(e&&e.hasOverride(t.formattedSection))return e.getOverride(t.formattedSection)}return t.feature&&t.featureState?this.defaultValue.evaluate(t.feature,t.featureState):this.defaultValue.property.specification.default},Lc.prototype.eachChild=function(t){this.defaultValue.isConstant()||t(this.defaultValue.value._styleExpression.expression)},Lc.prototype.outputDefined=function(){return!1},Lc.prototype.serialize=function(){return null},Nn(\"FormatSectionOverride\",Lc,{omit:[\"defaultValue\"]});var Cc=function(t){function e(e){t.call(this,e,Ec)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.recalculate=function(e,r){if(t.prototype.recalculate.call(this,e,r),\"auto\"===this.layout.get(\"icon-rotation-alignment\")&&(\"point\"!==this.layout.get(\"symbol-placement\")?this.layout._values[\"icon-rotation-alignment\"]=\"map\":this.layout._values[\"icon-rotation-alignment\"]=\"viewport\"),\"auto\"===this.layout.get(\"text-rotation-alignment\")&&(\"point\"!==this.layout.get(\"symbol-placement\")?this.layout._values[\"text-rotation-alignment\"]=\"map\":this.layout._values[\"text-rotation-alignment\"]=\"viewport\"),\"auto\"===this.layout.get(\"text-pitch-alignment\")&&(this.layout._values[\"text-pitch-alignment\"]=this.layout.get(\"text-rotation-alignment\")),\"auto\"===this.layout.get(\"icon-pitch-alignment\")&&(this.layout._values[\"icon-pitch-alignment\"]=this.layout.get(\"icon-rotation-alignment\")),\"point\"===this.layout.get(\"symbol-placement\")){var n=this.layout.get(\"text-writing-mode\");if(n){for(var i=[],a=0,o=n;a<o.length;a+=1){var s=o[a];i.indexOf(s)<0&&i.push(s)}this.layout._values[\"text-writing-mode\"]=i}else this.layout._values[\"text-writing-mode\"]=[\"horizontal\"]}this._setPaintOverrides()},e.prototype.getValueAndResolveTokens=function(t,e,r,n){var i=this.layout.get(t).evaluate(e,{},r,n),a=this._unevaluatedLayout._values[t];return a.isDataDriven()||Yr(a.value)||!i?i:function(t,e){return e.replace(/{([^{}]+)}/g,(function(e,r){return r in t?String(t[r]):\"\"}))}(e.properties,i)},e.prototype.createBucket=function(t){return new Mc(t)},e.prototype.queryRadius=function(){return 0},e.prototype.queryIntersectsFeature=function(){return!1},e.prototype._setPaintOverrides=function(){for(var t=0,r=Ec.paint.overridableProperties;t<r.length;t+=1){var n=r[t];if(e.hasPaintOverride(this.layout,n)){var i=this.paint.get(n),a=new Lc(i),o=new Gr(a,i.property.specification),s=null;s=\"constant\"===i.value.kind||\"source\"===i.value.kind?new Xr(\"source\",o):new Zr(\"composite\",o,i.value.zoomStops,i.value._interpolationType),this.paint._values[n]=new bi(i.property,s,i.parameters)}}},e.prototype._handleOverridablePaintPropertyUpdate=function(t,r,n){return!(!this.layout||r.isDataDriven()||n.isDataDriven())&&e.hasPaintOverride(this.layout,t)},e.hasPaintOverride=function(t,e){var r=t.get(\"text-field\"),n=Ec.paint.properties[e],i=!1,a=function(t){for(var e=0,r=t;e<r.length;e+=1){var a=r[e];if(n.overrides&&n.overrides.hasOverride(a))return void(i=!0)}};if(\"constant\"===r.value.kind&&r.value.value instanceof ne)a(r.value.value.sections);else if(\"source\"===r.value.kind){var o=function(t){if(!i)if(t instanceof ce&&se(t.value)===Gt){var e=t.value;a(e.sections)}else t instanceof pe?a(t.sections):t.eachChild(o)},s=r.value;s._styleExpression&&o(s._styleExpression.expression)}return i},e}(Ei),Pc={paint:new Si({\"background-color\":new wi(Lt.paint_background[\"background-color\"]),\"background-pattern\":new Ai(Lt.paint_background[\"background-pattern\"]),\"background-opacity\":new wi(Lt.paint_background[\"background-opacity\"])})},Ic=function(t){function e(e){t.call(this,e,Pc)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e}(Ei),Oc={paint:new Si({\"raster-opacity\":new wi(Lt.paint_raster[\"raster-opacity\"]),\"raster-hue-rotate\":new wi(Lt.paint_raster[\"raster-hue-rotate\"]),\"raster-brightness-min\":new wi(Lt.paint_raster[\"raster-brightness-min\"]),\"raster-brightness-max\":new wi(Lt.paint_raster[\"raster-brightness-max\"]),\"raster-saturation\":new wi(Lt.paint_raster[\"raster-saturation\"]),\"raster-contrast\":new wi(Lt.paint_raster[\"raster-contrast\"]),\"raster-resampling\":new wi(Lt.paint_raster[\"raster-resampling\"]),\"raster-fade-duration\":new wi(Lt.paint_raster[\"raster-fade-duration\"])})},zc=function(t){function e(e){t.call(this,e,Oc)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e}(Ei);var Dc=function(t){function e(e){t.call(this,e,{}),this.implementation=e}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.is3D=function(){return\"3d\"===this.implementation.renderingMode},e.prototype.hasOffscreenPass=function(){return void 0!==this.implementation.prerender},e.prototype.recalculate=function(){},e.prototype.updateTransitions=function(){},e.prototype.hasTransition=function(){},e.prototype.serialize=function(){},e.prototype.onAdd=function(t){this.implementation.onAdd&&this.implementation.onAdd(t,t.painter.context.gl)},e.prototype.onRemove=function(t){this.implementation.onRemove&&this.implementation.onRemove(t,t.painter.context.gl)},e}(Ei),Rc={circle:_o,heatmap:Po,hillshade:Oo,fill:xs,\"fill-extrusion\":Fs,line:Xs,symbol:Cc,background:Ic,raster:zc};var Fc=self.HTMLImageElement,Bc=self.HTMLCanvasElement,Nc=self.HTMLVideoElement,jc=self.ImageData,Uc=self.ImageBitmap,Vc=function(t,e,r,n){this.context=t,this.format=r,this.texture=t.gl.createTexture(),this.update(e,n)};Vc.prototype.update=function(t,e,r){var n=t.width,i=t.height,a=!(this.size&&this.size[0]===n&&this.size[1]===i||r),o=this.context,s=o.gl;if(this.useMipmap=Boolean(e&&e.useMipmap),s.bindTexture(s.TEXTURE_2D,this.texture),o.pixelStoreUnpackFlipY.set(!1),o.pixelStoreUnpack.set(1),o.pixelStoreUnpackPremultiplyAlpha.set(this.format===s.RGBA&&(!e||!1!==e.premultiply)),a)this.size=[n,i],t instanceof Fc||t instanceof Bc||t instanceof Nc||t instanceof jc||Uc&&t instanceof Uc?s.texImage2D(s.TEXTURE_2D,0,this.format,this.format,s.UNSIGNED_BYTE,t):s.texImage2D(s.TEXTURE_2D,0,this.format,n,i,0,this.format,s.UNSIGNED_BYTE,t.data);else{var l=r||{x:0,y:0},c=l.x,u=l.y;t instanceof Fc||t instanceof Bc||t instanceof Nc||t instanceof jc||Uc&&t instanceof Uc?s.texSubImage2D(s.TEXTURE_2D,0,c,u,s.RGBA,s.UNSIGNED_BYTE,t):s.texSubImage2D(s.TEXTURE_2D,0,c,u,n,i,s.RGBA,s.UNSIGNED_BYTE,t.data)}this.useMipmap&&this.isSizePowerOfTwo()&&s.generateMipmap(s.TEXTURE_2D)},Vc.prototype.bind=function(t,e,r){var n=this.context.gl;n.bindTexture(n.TEXTURE_2D,this.texture),r!==n.LINEAR_MIPMAP_NEAREST||this.isSizePowerOfTwo()||(r=n.LINEAR),t!==this.filter&&(n.texParameteri(n.TEXTURE_2D,n.TEXTURE_MAG_FILTER,t),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_MIN_FILTER,r||t),this.filter=t),e!==this.wrap&&(n.texParameteri(n.TEXTURE_2D,n.TEXTURE_WRAP_S,e),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_WRAP_T,e),this.wrap=e)},Vc.prototype.isSizePowerOfTwo=function(){return this.size[0]===this.size[1]&&Math.log(this.size[0])/Math.LN2%1==0},Vc.prototype.destroy=function(){this.context.gl.deleteTexture(this.texture),this.texture=null};var Hc=function(t){var e=this;this._callback=t,this._triggered=!1,\"undefined\"!=typeof MessageChannel&&(this._channel=new MessageChannel,this._channel.port2.onmessage=function(){e._triggered=!1,e._callback()})};Hc.prototype.trigger=function(){var t=this;this._triggered||(this._triggered=!0,this._channel?this._channel.port1.postMessage(!0):setTimeout((function(){t._triggered=!1,t._callback()}),0))},Hc.prototype.remove=function(){delete this._channel,this._callback=function(){}};var qc=function(t,e,r){this.target=t,this.parent=e,this.mapId=r,this.callbacks={},this.tasks={},this.taskQueue=[],this.cancelCallbacks={},g([\"receive\",\"process\"],this),this.invoker=new Hc(this.process),this.target.addEventListener(\"message\",this.receive,!1),this.globalScope=k()?t:self};function Gc(t,e,r){var n=2*Math.PI*6378137/256/Math.pow(2,r);return[t*n-2*Math.PI*6378137/2,e*n-2*Math.PI*6378137/2]}qc.prototype.send=function(t,e,r,n,i){var a=this;void 0===i&&(i=!1);var o=Math.round(1e18*Math.random()).toString(36).substring(0,10);r&&(this.callbacks[o]=r);var s=S(this.globalScope)?void 0:[];return this.target.postMessage({id:o,type:t,hasCallback:!!r,targetMapId:n,mustQueue:i,sourceMapId:this.mapId,data:Hn(e,s)},s),{cancel:function(){r&&delete a.callbacks[o],a.target.postMessage({id:o,type:\"<cancel>\",targetMapId:n,sourceMapId:a.mapId})}}},qc.prototype.receive=function(t){var e=t.data,r=e.id;if(r&&(!e.targetMapId||this.mapId===e.targetMapId))if(\"<cancel>\"===e.type){delete this.tasks[r];var n=this.cancelCallbacks[r];delete this.cancelCallbacks[r],n&&n()}else k()||e.mustQueue?(this.tasks[r]=e,this.taskQueue.push(r),this.invoker.trigger()):this.processTask(r,e)},qc.prototype.process=function(){if(this.taskQueue.length){var t=this.taskQueue.shift(),e=this.tasks[t];delete this.tasks[t],this.taskQueue.length&&this.invoker.trigger(),e&&this.processTask(t,e)}},qc.prototype.processTask=function(t,e){var r=this;if(\"<response>\"===e.type){var n=this.callbacks[t];delete this.callbacks[t],n&&(e.error?n(qn(e.error)):n(null,qn(e.data)))}else{var i=!1,a=S(this.globalScope)?void 0:[],o=e.hasCallback?function(e,n){i=!0,delete r.cancelCallbacks[t],r.target.postMessage({id:t,type:\"<response>\",sourceMapId:r.mapId,error:e?Hn(e):null,data:Hn(n,a)},a)}:function(t){i=!0},s=null,l=qn(e.data);if(this.parent[e.type])s=this.parent[e.type](e.sourceMapId,l,o);else if(this.parent.getWorkerSource){var c=e.type.split(\".\");s=this.parent.getWorkerSource(e.sourceMapId,c[0],l.source)[c[1]](l,o)}else o(new Error(\"Could not find function \"+e.type));!i&&s&&s.cancel&&(this.cancelCallbacks[t]=s.cancel)}},qc.prototype.remove=function(){this.invoker.remove(),this.target.removeEventListener(\"message\",this.receive,!1)};var Yc=function(t,e){t&&(e?this.setSouthWest(t).setNorthEast(e):4===t.length?this.setSouthWest([t[0],t[1]]).setNorthEast([t[2],t[3]]):this.setSouthWest(t[0]).setNorthEast(t[1]))};Yc.prototype.setNorthEast=function(t){return this._ne=t instanceof Wc?new Wc(t.lng,t.lat):Wc.convert(t),this},Yc.prototype.setSouthWest=function(t){return this._sw=t instanceof Wc?new Wc(t.lng,t.lat):Wc.convert(t),this},Yc.prototype.extend=function(t){var e,r,n=this._sw,i=this._ne;if(t instanceof Wc)e=t,r=t;else{if(!(t instanceof Yc)){if(Array.isArray(t)){if(4===t.length||t.every(Array.isArray)){var a=t;return this.extend(Yc.convert(a))}var o=t;return this.extend(Wc.convert(o))}return this}if(e=t._sw,r=t._ne,!e||!r)return this}return n||i?(n.lng=Math.min(e.lng,n.lng),n.lat=Math.min(e.lat,n.lat),i.lng=Math.max(r.lng,i.lng),i.lat=Math.max(r.lat,i.lat)):(this._sw=new Wc(e.lng,e.lat),this._ne=new Wc(r.lng,r.lat)),this},Yc.prototype.getCenter=function(){return new Wc((this._sw.lng+this._ne.lng)/2,(this._sw.lat+this._ne.lat)/2)},Yc.prototype.getSouthWest=function(){return this._sw},Yc.prototype.getNorthEast=function(){return this._ne},Yc.prototype.getNorthWest=function(){return new Wc(this.getWest(),this.getNorth())},Yc.prototype.getSouthEast=function(){return new Wc(this.getEast(),this.getSouth())},Yc.prototype.getWest=function(){return this._sw.lng},Yc.prototype.getSouth=function(){return this._sw.lat},Yc.prototype.getEast=function(){return this._ne.lng},Yc.prototype.getNorth=function(){return this._ne.lat},Yc.prototype.toArray=function(){return[this._sw.toArray(),this._ne.toArray()]},Yc.prototype.toString=function(){return\"LngLatBounds(\"+this._sw.toString()+\", \"+this._ne.toString()+\")\"},Yc.prototype.isEmpty=function(){return!(this._sw&&this._ne)},Yc.prototype.contains=function(t){var e=Wc.convert(t),r=e.lng,n=e.lat,i=this._sw.lat<=n&&n<=this._ne.lat,a=this._sw.lng<=r&&r<=this._ne.lng;return this._sw.lng>this._ne.lng&&(a=this._sw.lng>=r&&r>=this._ne.lng),i&&a},Yc.convert=function(t){return!t||t instanceof Yc?t:new Yc(t)};var Wc=function(t,e){if(isNaN(t)||isNaN(e))throw new Error(\"Invalid LngLat object: (\"+t+\", \"+e+\")\");if(this.lng=+t,this.lat=+e,this.lat>90||this.lat<-90)throw new Error(\"Invalid LngLat latitude value: must be between -90 and 90\")};Wc.prototype.wrap=function(){return new Wc(c(this.lng,-180,180),this.lat)},Wc.prototype.toArray=function(){return[this.lng,this.lat]},Wc.prototype.toString=function(){return\"LngLat(\"+this.lng+\", \"+this.lat+\")\"},Wc.prototype.distanceTo=function(t){var e=Math.PI/180,r=this.lat*e,n=t.lat*e,i=Math.sin(r)*Math.sin(n)+Math.cos(r)*Math.cos(n)*Math.cos((t.lng-this.lng)*e);return 6371008.8*Math.acos(Math.min(i,1))},Wc.prototype.toBounds=function(t){void 0===t&&(t=0);var e=360*t/40075017,r=e/Math.cos(Math.PI/180*this.lat);return new Yc(new Wc(this.lng-r,this.lat-e),new Wc(this.lng+r,this.lat+e))},Wc.convert=function(t){if(t instanceof Wc)return t;if(Array.isArray(t)&&(2===t.length||3===t.length))return new Wc(Number(t[0]),Number(t[1]));if(!Array.isArray(t)&&\"object\"==typeof t&&null!==t)return new Wc(Number(\"lng\"in t?t.lng:t.lon),Number(t.lat));throw new Error(\"`LngLatLike` argument must be specified as a LngLat instance, an object {lng: <lng>, lat: <lat>}, an object {lon: <lng>, lat: <lat>}, or an array of [<lng>, <lat>]\")};var Xc=2*Math.PI*6371008.8;function Zc(t){return Xc*Math.cos(t*Math.PI/180)}function Jc(t){return(180+t)/360}function Kc(t){return(180-180/Math.PI*Math.log(Math.tan(Math.PI/4+t*Math.PI/360)))/360}function Qc(t,e){return t/Zc(e)}function $c(t){var e=180-360*t;return 360/Math.PI*Math.atan(Math.exp(e*Math.PI/180))-90}var tu=function(t,e,r){void 0===r&&(r=0),this.x=+t,this.y=+e,this.z=+r};tu.fromLngLat=function(t,e){void 0===e&&(e=0);var r=Wc.convert(t);return new tu(Jc(r.lng),Kc(r.lat),Qc(e,r.lat))},tu.prototype.toLngLat=function(){return new Wc(360*this.x-180,$c(this.y))},tu.prototype.toAltitude=function(){return t=this.z,e=this.y,t*Zc($c(e));var t,e},tu.prototype.meterInMercatorCoordinateUnits=function(){return 1/Xc*(t=$c(this.y),1/Math.cos(t*Math.PI/180));var t};var eu=function(t,e,r){this.z=t,this.x=e,this.y=r,this.key=iu(0,t,t,e,r)};eu.prototype.equals=function(t){return this.z===t.z&&this.x===t.x&&this.y===t.y},eu.prototype.url=function(t,e){var r,n,i,a,o,s=(r=this.x,n=this.y,i=this.z,a=Gc(256*r,256*(n=Math.pow(2,i)-n-1),i),o=Gc(256*(r+1),256*(n+1),i),a[0]+\",\"+a[1]+\",\"+o[0]+\",\"+o[1]),l=function(t,e,r){for(var n,i=\"\",a=t;a>0;a--)i+=(e&(n=1<<a-1)?1:0)+(r&n?2:0);return i}(this.z,this.x,this.y);return t[(this.x+this.y)%t.length].replace(\"{prefix}\",(this.x%16).toString(16)+(this.y%16).toString(16)).replace(\"{z}\",String(this.z)).replace(\"{x}\",String(this.x)).replace(\"{y}\",String(\"tms\"===e?Math.pow(2,this.z)-this.y-1:this.y)).replace(\"{quadkey}\",l).replace(\"{bbox-epsg-3857}\",s)},eu.prototype.getTilePoint=function(t){var e=Math.pow(2,this.z);return new i(8192*(t.x*e-this.x),8192*(t.y*e-this.y))},eu.prototype.toString=function(){return this.z+\"/\"+this.x+\"/\"+this.y};var ru=function(t,e){this.wrap=t,this.canonical=e,this.key=iu(t,e.z,e.z,e.x,e.y)},nu=function(t,e,r,n,i){this.overscaledZ=t,this.wrap=e,this.canonical=new eu(r,+n,+i),this.key=iu(e,t,r,n,i)};function iu(t,e,r,n,i){(t*=2)<0&&(t=-1*t-1);var a=1<<r;return(a*a*t+a*i+n).toString(36)+r.toString(36)+e.toString(36)}nu.prototype.equals=function(t){return this.overscaledZ===t.overscaledZ&&this.wrap===t.wrap&&this.canonical.equals(t.canonical)},nu.prototype.scaledTo=function(t){var e=this.canonical.z-t;return t>this.canonical.z?new nu(t,this.wrap,this.canonical.z,this.canonical.x,this.canonical.y):new nu(t,this.wrap,t,this.canonical.x>>e,this.canonical.y>>e)},nu.prototype.calculateScaledKey=function(t,e){var r=this.canonical.z-t;return t>this.canonical.z?iu(this.wrap*+e,t,this.canonical.z,this.canonical.x,this.canonical.y):iu(this.wrap*+e,t,t,this.canonical.x>>r,this.canonical.y>>r)},nu.prototype.isChildOf=function(t){if(t.wrap!==this.wrap)return!1;var e=this.canonical.z-t.canonical.z;return 0===t.overscaledZ||t.overscaledZ<this.overscaledZ&&t.canonical.x===this.canonical.x>>e&&t.canonical.y===this.canonical.y>>e},nu.prototype.children=function(t){if(this.overscaledZ>=t)return[new nu(this.overscaledZ+1,this.wrap,this.canonical.z,this.canonical.x,this.canonical.y)];var e=this.canonical.z+1,r=2*this.canonical.x,n=2*this.canonical.y;return[new nu(e,this.wrap,e,r,n),new nu(e,this.wrap,e,r+1,n),new nu(e,this.wrap,e,r,n+1),new nu(e,this.wrap,e,r+1,n+1)]},nu.prototype.isLessThan=function(t){return this.wrap<t.wrap||!(this.wrap>t.wrap)&&(this.overscaledZ<t.overscaledZ||!(this.overscaledZ>t.overscaledZ)&&(this.canonical.x<t.canonical.x||!(this.canonical.x>t.canonical.x)&&this.canonical.y<t.canonical.y))},nu.prototype.wrapped=function(){return new nu(this.overscaledZ,0,this.canonical.z,this.canonical.x,this.canonical.y)},nu.prototype.unwrapTo=function(t){return new nu(this.overscaledZ,t,this.canonical.z,this.canonical.x,this.canonical.y)},nu.prototype.overscaleFactor=function(){return Math.pow(2,this.overscaledZ-this.canonical.z)},nu.prototype.toUnwrapped=function(){return new ru(this.wrap,this.canonical)},nu.prototype.toString=function(){return this.overscaledZ+\"/\"+this.canonical.x+\"/\"+this.canonical.y},nu.prototype.getTilePoint=function(t){return this.canonical.getTilePoint(new tu(t.x-this.wrap,t.y))},Nn(\"CanonicalTileID\",eu),Nn(\"OverscaledTileID\",nu,{omit:[\"posMatrix\"]});var au=function(t,e,r){if(this.uid=t,e.height!==e.width)throw new RangeError(\"DEM tiles must be square\");if(r&&\"mapbox\"!==r&&\"terrarium\"!==r)return _('\"'+r+'\" is not a valid encoding type. Valid types include \"mapbox\" and \"terrarium\".');this.stride=e.height;var n=this.dim=e.height-2;this.data=new Uint32Array(e.data.buffer),this.encoding=r||\"mapbox\";for(var i=0;i<n;i++)this.data[this._idx(-1,i)]=this.data[this._idx(0,i)],this.data[this._idx(n,i)]=this.data[this._idx(n-1,i)],this.data[this._idx(i,-1)]=this.data[this._idx(i,0)],this.data[this._idx(i,n)]=this.data[this._idx(i,n-1)];this.data[this._idx(-1,-1)]=this.data[this._idx(0,0)],this.data[this._idx(n,-1)]=this.data[this._idx(n-1,0)],this.data[this._idx(-1,n)]=this.data[this._idx(0,n-1)],this.data[this._idx(n,n)]=this.data[this._idx(n-1,n-1)]};au.prototype.get=function(t,e){var r=new Uint8Array(this.data.buffer),n=4*this._idx(t,e);return(\"terrarium\"===this.encoding?this._unpackTerrarium:this._unpackMapbox)(r[n],r[n+1],r[n+2])},au.prototype.getUnpackVector=function(){return\"terrarium\"===this.encoding?[256,1,1/256,32768]:[6553.6,25.6,.1,1e4]},au.prototype._idx=function(t,e){if(t<-1||t>=this.dim+1||e<-1||e>=this.dim+1)throw new RangeError(\"out of range source coordinates for DEM data\");return(e+1)*this.stride+(t+1)},au.prototype._unpackMapbox=function(t,e,r){return(256*t*256+256*e+r)/10-1e4},au.prototype._unpackTerrarium=function(t,e,r){return 256*t+e+r/256-32768},au.prototype.getPixels=function(){return new Eo({width:this.stride,height:this.stride},new Uint8Array(this.data.buffer))},au.prototype.backfillBorder=function(t,e,r){if(this.dim!==t.dim)throw new Error(\"dem dimension mismatch\");var n=e*this.dim,i=e*this.dim+this.dim,a=r*this.dim,o=r*this.dim+this.dim;switch(e){case-1:n=i-1;break;case 1:i=n+1}switch(r){case-1:a=o-1;break;case 1:o=a+1}for(var s=-e*this.dim,l=-r*this.dim,c=a;c<o;c++)for(var u=n;u<i;u++)this.data[this._idx(u,c)]=t.data[this._idx(u+s,c+l)]},Nn(\"DEMData\",au);var ou=function(t){this._stringToNumber={},this._numberToString=[];for(var e=0;e<t.length;e++){var r=t[e];this._stringToNumber[r]=e,this._numberToString[e]=r}};ou.prototype.encode=function(t){return this._stringToNumber[t]},ou.prototype.decode=function(t){return this._numberToString[t]};var su=function(t,e,r,n,i){this.type=\"Feature\",this._vectorTileFeature=t,t._z=e,t._x=r,t._y=n,this.properties=t.properties,this.id=i},lu={geometry:{configurable:!0}};lu.geometry.get=function(){return void 0===this._geometry&&(this._geometry=this._vectorTileFeature.toGeoJSON(this._vectorTileFeature._x,this._vectorTileFeature._y,this._vectorTileFeature._z).geometry),this._geometry},lu.geometry.set=function(t){this._geometry=t},su.prototype.toJSON=function(){var t={geometry:this.geometry};for(var e in this)\"_geometry\"!==e&&\"_vectorTileFeature\"!==e&&(t[e]=this[e]);return t},Object.defineProperties(su.prototype,lu);var cu=function(){this.state={},this.stateChanges={},this.deletedStates={}};cu.prototype.updateState=function(t,e,r){var n=String(e);if(this.stateChanges[t]=this.stateChanges[t]||{},this.stateChanges[t][n]=this.stateChanges[t][n]||{},u(this.stateChanges[t][n],r),null===this.deletedStates[t])for(var i in this.deletedStates[t]={},this.state[t])i!==n&&(this.deletedStates[t][i]=null);else if(this.deletedStates[t]&&null===this.deletedStates[t][n])for(var a in this.deletedStates[t][n]={},this.state[t][n])r[a]||(this.deletedStates[t][n][a]=null);else for(var o in r){this.deletedStates[t]&&this.deletedStates[t][n]&&null===this.deletedStates[t][n][o]&&delete this.deletedStates[t][n][o]}},cu.prototype.removeFeatureState=function(t,e,r){if(!(null===this.deletedStates[t])){var n=String(e);if(this.deletedStates[t]=this.deletedStates[t]||{},r&&void 0!==e)null!==this.deletedStates[t][n]&&(this.deletedStates[t][n]=this.deletedStates[t][n]||{},this.deletedStates[t][n][r]=null);else if(void 0!==e){if(this.stateChanges[t]&&this.stateChanges[t][n])for(r in this.deletedStates[t][n]={},this.stateChanges[t][n])this.deletedStates[t][n][r]=null;else this.deletedStates[t][n]=null}else this.deletedStates[t]=null}},cu.prototype.getState=function(t,e){var r=String(e),n=this.state[t]||{},i=this.stateChanges[t]||{},a=u({},n[r],i[r]);if(null===this.deletedStates[t])return{};if(this.deletedStates[t]){var o=this.deletedStates[t][e];if(null===o)return{};for(var s in o)delete a[s]}return a},cu.prototype.initializeTileState=function(t,e){t.setFeatureState(this.state,e)},cu.prototype.coalesceChanges=function(t,e){var r={};for(var n in this.stateChanges){this.state[n]=this.state[n]||{};var i={};for(var a in this.stateChanges[n])this.state[n][a]||(this.state[n][a]={}),u(this.state[n][a],this.stateChanges[n][a]),i[a]=this.state[n][a];r[n]=i}for(var o in this.deletedStates){this.state[o]=this.state[o]||{};var s={};if(null===this.deletedStates[o])for(var l in this.state[o])s[l]={},this.state[o][l]={};else for(var c in this.deletedStates[o]){if(null===this.deletedStates[o][c])this.state[o][c]={};else for(var f=0,h=Object.keys(this.deletedStates[o][c]);f<h.length;f+=1){var p=h[f];delete this.state[o][c][p]}s[c]=this.state[o][c]}r[o]=r[o]||{},u(r[o],s)}if(this.stateChanges={},this.deletedStates={},0!==Object.keys(r).length)for(var d in t){t[d].setFeatureState(r,e)}};var uu=function(t,e){this.tileID=t,this.x=t.canonical.x,this.y=t.canonical.y,this.z=t.canonical.z,this.grid=new zn(8192,16,0),this.grid3D=new zn(8192,16,0),this.featureIndexArray=new fa,this.promoteId=e};function fu(t,e,r,n,i){return v(t,(function(t,a){var o=e instanceof _i?e.get(a):null;return o&&o.evaluate?o.evaluate(r,n,i):o}))}function hu(t){for(var e=1/0,r=1/0,n=-1/0,i=-1/0,a=0,o=t;a<o.length;a+=1){var s=o[a];e=Math.min(e,s.x),r=Math.min(r,s.y),n=Math.max(n,s.x),i=Math.max(i,s.y)}return{minX:e,minY:r,maxX:n,maxY:i}}function pu(t,e){return e-t}uu.prototype.insert=function(t,e,r,n,i,a){var o=this.featureIndexArray.length;this.featureIndexArray.emplaceBack(r,n,i);for(var s=a?this.grid3D:this.grid,l=0;l<e.length;l++){for(var c=e[l],u=[1/0,1/0,-1/0,-1/0],f=0;f<c.length;f++){var h=c[f];u[0]=Math.min(u[0],h.x),u[1]=Math.min(u[1],h.y),u[2]=Math.max(u[2],h.x),u[3]=Math.max(u[3],h.y)}u[0]<8192&&u[1]<8192&&u[2]>=0&&u[3]>=0&&s.insert(o,u[0],u[1],u[2],u[3])}},uu.prototype.loadVTLayers=function(){return this.vtLayers||(this.vtLayers=new Ls.VectorTile(new al(this.rawTileData)).layers,this.sourceLayerCoder=new ou(this.vtLayers?Object.keys(this.vtLayers).sort():[\"_geojsonTileLayer\"])),this.vtLayers},uu.prototype.query=function(t,e,r,n){var a=this;this.loadVTLayers();for(var o=t.params||{},s=8192/t.tileSize/t.scale,l=sn(o.filter),c=t.queryGeometry,u=t.queryPadding*s,f=hu(c),h=this.grid.query(f.minX-u,f.minY-u,f.maxX+u,f.maxY+u),p=hu(t.cameraQueryGeometry),d=this.grid3D.query(p.minX-u,p.minY-u,p.maxX+u,p.maxY+u,(function(e,r,n,a){return function(t,e,r,n,a){for(var o=0,s=t;o<s.length;o+=1){var l=s[o];if(e<=l.x&&r<=l.y&&n>=l.x&&a>=l.y)return!0}var c=[new i(e,r),new i(e,a),new i(n,a),new i(n,r)];if(t.length>2)for(var u=0,f=c;u<f.length;u+=1){if(io(t,f[u]))return!0}for(var h=0;h<t.length-1;h++){if(ao(t[h],t[h+1],c))return!0}return!1}(t.cameraQueryGeometry,e-u,r-u,n+u,a+u)})),g=0,m=d;g<m.length;g+=1){var v=m[g];h.push(v)}h.sort(pu);for(var y,x={},b=function(i){var u=h[i];if(u!==y){y=u;var f=a.featureIndexArray.get(u),p=null;a.loadMatchingFeature(x,f.bucketIndex,f.sourceLayerIndex,f.featureIndex,l,o.layers,o.availableImages,e,r,n,(function(e,r,n){return p||(p=Ya(e)),r.queryIntersectsFeature(c,e,n,p,a.z,t.transform,s,t.pixelPosMatrix)}))}},_=0;_<h.length;_++)b(_);return x},uu.prototype.loadMatchingFeature=function(t,e,r,n,i,a,o,s,l,c,u){var f=this.bucketLayerIDs[e];if(!a||function(t,e){for(var r=0;r<t.length;r++)if(e.indexOf(t[r])>=0)return!0;return!1}(a,f)){var h=this.sourceLayerCoder.decode(r),p=this.vtLayers[h].feature(n);if(i.filter(new pi(this.tileID.overscaledZ),p))for(var d=this.getId(p,h),g=0;g<f.length;g++){var m=f[g];if(!(a&&a.indexOf(m)<0)){var v=s[m];if(v){var y={};void 0!==d&&c&&(y=c.getState(v.sourceLayer||\"_geojsonTileLayer\",d));var x=l[m];x.paint=fu(x.paint,v.paint,p,y,o),x.layout=fu(x.layout,v.layout,p,y,o);var b=!u||u(p,v,y);if(b){var _=new su(p,this.z,this.x,this.y,d);_.layer=x;var w=t[m];void 0===w&&(w=t[m]=[]),w.push({featureIndex:n,feature:_,intersectionZ:b})}}}}}},uu.prototype.lookupSymbolFeatures=function(t,e,r,n,i,a,o,s){var l={};this.loadVTLayers();for(var c=sn(i),u=0,f=t;u<f.length;u+=1){var h=f[u];this.loadMatchingFeature(l,r,n,h,c,a,o,s,e)}return l},uu.prototype.hasLayer=function(t){for(var e=0,r=this.bucketLayerIDs;e<r.length;e+=1)for(var n=0,i=r[e];n<i.length;n+=1){if(t===i[n])return!0}return!1},uu.prototype.getId=function(t,e){var r=t.id;if(this.promoteId){var n=\"string\"==typeof this.promoteId?this.promoteId:this.promoteId[e];\"boolean\"==typeof(r=t.properties[n])&&(r=Number(r))}return r},Nn(\"FeatureIndex\",uu,{omit:[\"rawTileData\",\"sourceLayerCoder\"]});var du=function(t,e){this.tileID=t,this.uid=h(),this.uses=0,this.tileSize=e,this.buckets={},this.expirationTime=null,this.queryPadding=0,this.hasSymbolBuckets=!1,this.hasRTLText=!1,this.dependencies={},this.expiredRequestCount=0,this.state=\"loading\"};du.prototype.registerFadeDuration=function(t){var e=t+this.timeAdded;e<R.now()||this.fadeEndTime&&e<this.fadeEndTime||(this.fadeEndTime=e)},du.prototype.wasRequested=function(){return\"errored\"===this.state||\"loaded\"===this.state||\"reloading\"===this.state},du.prototype.loadVectorData=function(t,e,r){if(this.hasData()&&this.unloadVectorData(),this.state=\"loaded\",t){for(var n in t.featureIndex&&(this.latestFeatureIndex=t.featureIndex,t.rawTileData?(this.latestRawTileData=t.rawTileData,this.latestFeatureIndex.rawTileData=t.rawTileData):this.latestRawTileData&&(this.latestFeatureIndex.rawTileData=this.latestRawTileData)),this.collisionBoxArray=t.collisionBoxArray,this.buckets=function(t,e){var r={};if(!e)return r;for(var n=function(){var t=a[i],n=t.layerIds.map((function(t){return e.getLayer(t)})).filter(Boolean);if(0!==n.length){t.layers=n,t.stateDependentLayerIds&&(t.stateDependentLayers=t.stateDependentLayerIds.map((function(t){return n.filter((function(e){return e.id===t}))[0]})));for(var o=0,s=n;o<s.length;o+=1){var l=s[o];r[l.id]=t}}},i=0,a=t;i<a.length;i+=1)n();return r}(t.buckets,e.style),this.hasSymbolBuckets=!1,this.buckets){var i=this.buckets[n];if(i instanceof Mc){if(this.hasSymbolBuckets=!0,!r)break;i.justReloaded=!0}}if(this.hasRTLText=!1,this.hasSymbolBuckets)for(var a in this.buckets){var o=this.buckets[a];if(o instanceof Mc&&o.hasRTLText){this.hasRTLText=!0,hi.isLoading()||hi.isLoaded()||\"deferred\"!==ui()||fi();break}}for(var s in this.queryPadding=0,this.buckets){var l=this.buckets[s];this.queryPadding=Math.max(this.queryPadding,e.style.getLayer(s).queryRadius(l))}t.imageAtlas&&(this.imageAtlas=t.imageAtlas),t.glyphAtlasImage&&(this.glyphAtlasImage=t.glyphAtlasImage)}else this.collisionBoxArray=new na},du.prototype.unloadVectorData=function(){for(var t in this.buckets)this.buckets[t].destroy();this.buckets={},this.imageAtlasTexture&&this.imageAtlasTexture.destroy(),this.imageAtlas&&(this.imageAtlas=null),this.glyphAtlasTexture&&this.glyphAtlasTexture.destroy(),this.latestFeatureIndex=null,this.state=\"unloaded\"},du.prototype.getBucket=function(t){return this.buckets[t.id]},du.prototype.upload=function(t){for(var e in this.buckets){var r=this.buckets[e];r.uploadPending()&&r.upload(t)}var n=t.gl;this.imageAtlas&&!this.imageAtlas.uploaded&&(this.imageAtlasTexture=new Vc(t,this.imageAtlas.image,n.RGBA),this.imageAtlas.uploaded=!0),this.glyphAtlasImage&&(this.glyphAtlasTexture=new Vc(t,this.glyphAtlasImage,n.ALPHA),this.glyphAtlasImage=null)},du.prototype.prepare=function(t){this.imageAtlas&&this.imageAtlas.patchUpdatedImages(t,this.imageAtlasTexture)},du.prototype.queryRenderedFeatures=function(t,e,r,n,i,a,o,s,l,c){return this.latestFeatureIndex&&this.latestFeatureIndex.rawTileData?this.latestFeatureIndex.query({queryGeometry:n,cameraQueryGeometry:i,scale:a,tileSize:this.tileSize,pixelPosMatrix:c,transform:s,params:o,queryPadding:this.queryPadding*l},t,e,r):{}},du.prototype.querySourceFeatures=function(t,e){var r=this.latestFeatureIndex;if(r&&r.rawTileData){var n=r.loadVTLayers(),i=e?e.sourceLayer:\"\",a=n._geojsonTileLayer||n[i];if(a)for(var o=sn(e&&e.filter),s=this.tileID.canonical,l=s.z,c=s.x,u=s.y,f={z:l,x:c,y:u},h=0;h<a.length;h++){var p=a.feature(h);if(o.filter(new pi(this.tileID.overscaledZ),p)){var d=r.getId(p,i),g=new su(p,l,c,u,d);g.tile=f,t.push(g)}}}},du.prototype.hasData=function(){return\"loaded\"===this.state||\"reloading\"===this.state||\"expired\"===this.state},du.prototype.patternsLoaded=function(){return this.imageAtlas&&!!Object.keys(this.imageAtlas.patternPositions).length},du.prototype.setExpiryData=function(t){var e=this.expirationTime;if(t.cacheControl){var r=A(t.cacheControl);r[\"max-age\"]&&(this.expirationTime=Date.now()+1e3*r[\"max-age\"])}else t.expires&&(this.expirationTime=new Date(t.expires).getTime());if(this.expirationTime){var n=Date.now(),i=!1;if(this.expirationTime>n)i=!1;else if(e)if(this.expirationTime<e)i=!0;else{var a=this.expirationTime-e;a?this.expirationTime=n+Math.max(a,3e4):i=!0}else i=!0;i?(this.expiredRequestCount++,this.state=\"expired\"):this.expiredRequestCount=0}},du.prototype.getExpiryTimeout=function(){if(this.expirationTime)return this.expiredRequestCount?1e3*(1<<Math.min(this.expiredRequestCount-1,31)):Math.min(this.expirationTime-(new Date).getTime(),Math.pow(2,31)-1)},du.prototype.setFeatureState=function(t,e){if(this.latestFeatureIndex&&this.latestFeatureIndex.rawTileData&&0!==Object.keys(t).length){var r=this.latestFeatureIndex.loadVTLayers();for(var n in this.buckets)if(e.style.hasLayer(n)){var i=this.buckets[n],a=i.layers[0].sourceLayer||\"_geojsonTileLayer\",o=r[a],s=t[a];if(o&&s&&0!==Object.keys(s).length){i.update(s,o,this.imageAtlas&&this.imageAtlas.patternPositions||{});var l=e&&e.style&&e.style.getLayer(n);l&&(this.queryPadding=Math.max(this.queryPadding,l.queryRadius(i)))}}}},du.prototype.holdingForFade=function(){return void 0!==this.symbolFadeHoldUntil},du.prototype.symbolFadeFinished=function(){return!this.symbolFadeHoldUntil||this.symbolFadeHoldUntil<R.now()},du.prototype.clearFadeHold=function(){this.symbolFadeHoldUntil=void 0},du.prototype.setHoldDuration=function(t){this.symbolFadeHoldUntil=R.now()+t},du.prototype.setDependencies=function(t,e){for(var r={},n=0,i=e;n<i.length;n+=1){r[i[n]]=!0}this.dependencies[t]=r},du.prototype.hasDependency=function(t,e){for(var r=0,n=t;r<n.length;r+=1){var i=n[r],a=this.dependencies[i];if(a)for(var o=0,s=e;o<s.length;o+=1){if(a[s[o]])return!0}}return!1};var 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r},t.makeRequest=yt,t.mapObject=v,t.mercatorXfromLng=Jc,t.mercatorYfromLat=Kc,t.mercatorZfromAltitude=Qc,t.mul=go,t.multiply=po,t.mvt=Ls,t.normalize=function(t,e){var r=e[0],n=e[1],i=e[2],a=r*r+n*n+i*i;return a>0&&(a=1/Math.sqrt(a)),t[0]=e[0]*a,t[1]=e[1]*a,t[2]=e[2]*a,t},t.number=qe,t.offscreenCanvasSupported=pt,t.ortho=function(t,e,r,n,i,a,o){var s=1/(e-r),l=1/(n-i),c=1/(a-o);return t[0]=-2*s,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=-2*l,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=2*c,t[11]=0,t[12]=(e+r)*s,t[13]=(i+n)*l,t[14]=(o+a)*c,t[15]=1,t},t.parseGlyphPBF=function(t){return new al(t).readFields(Tl,[])},t.pbf=al,t.performSymbolLayout=function(t,e,r,n,i,a,o){t.createArrays();var s=512*t.overscaling;t.tilePixelRatio=8192/s,t.compareText={},t.iconsNeedLinear=!1;var l=t.layers[0].layout,c=t.layers[0]._unevaluatedLayout._values,u={};if(\"composite\"===t.textSizeData.kind){var f=t.textSizeData,h=f.minZoom,p=f.maxZoom;u.compositeTextSizes=[c[\"text-size\"].possiblyEvaluate(new 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m=(c+1)%2;(0===c?r-i<=d:n-i<=g)&&(o.push(f),o.push(p-1),o.push(m)),(0===c?r+i>=d:n+i>=g)&&(o.push(p+1),o.push(u),o.push(m))}}return s}(this.ids,this.coords,t,e,r,this.nodeSize)};var j={minZoom:0,maxZoom:16,radius:40,extent:512,nodeSize:64,log:!1,generateId:!1,reduce:null,map:function(t){return t}},U=function(t){this.options=X(Object.create(j),t),this.trees=new Array(this.options.maxZoom+1)};function V(t,e,r,n,i){return{x:t,y:e,zoom:1/0,id:r,parentId:-1,numPoints:n,properties:i}}function H(t,e){var r=t.geometry.coordinates,n=r[0],i=r[1];return{x:Y(n),y:W(i),zoom:1/0,index:e,parentId:-1}}function q(t){return{type:\"Feature\",id:t.id,properties:G(t),geometry:{type:\"Point\",coordinates:[(n=t.x,360*(n-.5)),(e=t.y,r=(180-360*e)*Math.PI/180,360*Math.atan(Math.exp(r))/Math.PI-90)]}};var e,r,n}function G(t){var e=t.numPoints,r=e>=1e4?Math.round(e/1e3)+\"k\":e>=1e3?Math.round(e/100)/10+\"k\":e;return 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r=0;r<e.length;r+=3)t.minX=Math.min(t.minX,e[r]),t.minY=Math.min(t.minY,e[r+1]),t.maxX=Math.max(t.maxX,e[r]),t.maxY=Math.max(t.maxY,e[r+1])}function tt(t,e,r,n){if(e.geometry){var i=e.geometry.coordinates,a=e.geometry.type,o=Math.pow(r.tolerance/((1<<r.maxZoom)*r.extent),2),s=[],l=e.id;if(r.promoteId?l=e.properties[r.promoteId]:r.generateId&&(l=n||0),\"Point\"===a)et(i,s);else if(\"MultiPoint\"===a)for(var c=0;c<i.length;c++)et(i[c],s);else if(\"LineString\"===a)rt(i,s,o,!1);else if(\"MultiLineString\"===a){if(r.lineMetrics){for(c=0;c<i.length;c++)s=[],rt(i[c],s,o,!1),t.push(Q(l,\"LineString\",s,e.properties));return}nt(i,s,o,!1)}else if(\"Polygon\"===a)nt(i,s,o,!0);else{if(\"MultiPolygon\"!==a){if(\"GeometryCollection\"===a){for(c=0;c<e.geometry.geometries.length;c++)tt(t,{id:l,geometry:e.geometry.geometries[c],properties:e.properties},r,n);return}throw new Error(\"Input data is not a valid GeoJSON object.\")}for(c=0;c<i.length;c++){var 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u=t[c],f=u.geometry,h=u.type,p=0===i?u.minX:u.minY,d=0===i?u.maxX:u.maxY;if(p>=r&&d<n)l.push(u);else if(!(d<r||p>=n)){var g=[];if(\"Point\"===h||\"MultiPoint\"===h)st(f,g,r,n,i);else if(\"LineString\"===h)lt(f,g,r,n,i,!1,s.lineMetrics);else if(\"MultiLineString\"===h)ut(f,g,r,n,i,!1);else if(\"Polygon\"===h)ut(f,g,r,n,i,!0);else if(\"MultiPolygon\"===h)for(var m=0;m<f.length;m++){var v=[];ut(f[m],v,r,n,i,!0),v.length&&g.push(v)}if(g.length){if(s.lineMetrics&&\"LineString\"===h){for(m=0;m<g.length;m++)l.push(Q(u.id,h,g[m],u.tags));continue}\"LineString\"!==h&&\"MultiLineString\"!==h||(1===g.length?(h=\"LineString\",g=g[0]):h=\"MultiLineString\"),\"Point\"!==h&&\"MultiPoint\"!==h||(h=3===g.length?\"Point\":\"MultiPoint\"),l.push(Q(u.id,h,g,u.tags))}}}return l.length?l:null}function st(t,e,r,n,i){for(var a=0;a<t.length;a+=3){var o=t[a+i];o>=r&&o<=n&&(e.push(t[a]),e.push(t[a+1]),e.push(t[a+2]))}}function lt(t,e,r,n,i,a,o){for(var 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r=[],n=0;n<t.length;n++){var i,a=t[n],o=a.type;if(\"Point\"===o||\"MultiPoint\"===o||\"LineString\"===o)i=gt(a.geometry,e);else if(\"MultiLineString\"===o||\"Polygon\"===o){i=[];for(var s=0;s<a.geometry.length;s++)i.push(gt(a.geometry[s],e))}else if(\"MultiPolygon\"===o)for(i=[],s=0;s<a.geometry.length;s++){for(var l=[],c=0;c<a.geometry[s].length;c++)l.push(gt(a.geometry[s][c],e));i.push(l)}r.push(Q(a.id,o,i,a.tags))}return r}function gt(t,e){var r=[];r.size=t.size,void 0!==t.start&&(r.start=t.start,r.end=t.end);for(var n=0;n<t.length;n+=3)r.push(t[n]+e,t[n+1],t[n+2]);return r}function mt(t,e){if(t.transformed)return t;var r,n,i,a=1<<t.z,o=t.x,s=t.y;for(r=0;r<t.features.length;r++){var l=t.features[r],c=l.geometry,u=l.type;if(l.geometry=[],1===u)for(n=0;n<c.length;n+=2)l.geometry.push(vt(c[n],c[n+1],e,a,o,s));else for(n=0;n<c.length;n++){var f=[];for(i=0;i<c[n].length;i+=2)f.push(vt(c[n][i],c[n][i+1],e,a,o,s));l.geometry.push(f)}}return t.transformed=!0,t}function 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u={},e.tags)u[f]=e.tags[f];u.mapbox_clip_start=i.start/i.size,u.mapbox_clip_end=i.end/i.size}var h={geometry:o,type:\"Polygon\"===a||\"MultiPolygon\"===a?3:\"LineString\"===a||\"MultiLineString\"===a?2:1,tags:u};null!==e.id&&(h.id=e.id),t.features.push(h)}}function bt(t,e,r,n,i,a){var o=n*n;if(n>0&&e.size<(i?o:n))r.numPoints+=e.length/3;else{for(var s=[],l=0;l<e.length;l+=3)(0===n||e[l+2]>o)&&(r.numSimplified++,s.push(e[l]),s.push(e[l+1])),r.numPoints++;i&&function(t,e){for(var r=0,n=0,i=t.length,a=i-2;n<i;a=n,n+=2)r+=(t[n]-t[a])*(t[n+1]+t[a+1]);if(r>0===e)for(n=0,i=t.length;n<i/2;n+=2){var o=t[n],s=t[n+1];t[n]=t[i-2-n],t[n+1]=t[i-1-n],t[i-2-n]=o,t[i-1-n]=s}}(s,a),t.push(s)}}function _t(t,e){var r=(e=this.options=function(t,e){for(var r in e)t[r]=e[r];return t}(Object.create(this.options),e)).debug;if(r&&console.time(\"preprocess data\"),e.maxZoom<0||e.maxZoom>24)throw new Error(\"maxZoom should be in the 0-24 range\");if(e.promoteId&&e.generateId)throw new Error(\"promoteId and generateId cannot be used together.\");var n=function(t,e){var r=[];if(\"FeatureCollection\"===t.type)for(var n=0;n<t.features.length;n++)tt(r,t.features[n],e,n);else\"Feature\"===t.type?tt(r,t,e):tt(r,{geometry:t},e);return r}(t,e);this.tiles={},this.tileCoords=[],r&&(console.timeEnd(\"preprocess data\"),console.log(\"index: maxZoom: %d, maxPoints: %d\",e.indexMaxZoom,e.indexMaxPoints),console.time(\"generate tiles\"),this.stats={},this.total=0),(n=function(t,e){var r=e.buffer/e.extent,n=t,i=ot(t,1,-1-r,r,0,-1,2,e),a=ot(t,1,1-r,2+r,0,-1,2,e);return(i||a)&&(n=ot(t,1,-r,1+r,0,-1,2,e)||[],i&&(n=dt(i,1).concat(n)),a&&(n=n.concat(dt(a,-1)))),n}(n,e)).length&&this.splitTile(n,0,0,0),r&&(n.length&&console.log(\"features: %d, points: %d\",this.tiles[0].numFeatures,this.tiles[0].numPoints),console.timeEnd(\"generate tiles\"),console.log(\"tiles generated:\",this.total,JSON.stringify(this.stats)))}function wt(t,e,r){return 32*((1<<t)*r+e)+t}function Tt(t,e){var r=t.tileID.canonical;if(!this._geoJSONIndex)return e(null,null);var n=this._geoJSONIndex.getTile(r.z,r.x,r.y);if(!n)return e(null,null);var i=new m(n.features),a=_(i);0===a.byteOffset&&a.byteLength===a.buffer.byteLength||(a=new Uint8Array(a)),e(null,{vectorTile:i,rawData:a.buffer})}U.prototype.load=function(t){var e=this.options,r=e.log,n=e.minZoom,i=e.maxZoom,a=e.nodeSize;r&&console.time(\"total time\");var o=\"prepare \"+t.length+\" points\";r&&console.time(o),this.points=t;for(var s=[],l=0;l<t.length;l++)t[l].geometry&&s.push(H(t[l],l));this.trees[i+1]=new N(s,Z,J,a,Float32Array),r&&console.timeEnd(o);for(var c=i;c>=n;c--){var u=+Date.now();s=this._cluster(s,c),this.trees[c]=new N(s,Z,J,a,Float32Array),r&&console.log(\"z%d: %d clusters in %dms\",c,s.length,+Date.now()-u)}return r&&console.timeEnd(\"total time\"),this},U.prototype.getClusters=function(t,e){var r=((t[0]+180)%360+360)%360-180,n=Math.max(-90,Math.min(90,t[1])),i=180===t[2]?180:((t[2]+180)%360+360)%360-180,a=Math.max(-90,Math.min(90,t[3]));if(t[2]-t[0]>=360)r=-180,i=180;else if(r>i){var o=this.getClusters([r,n,180,a],e),s=this.getClusters([-180,n,i,a],e);return o.concat(s)}for(var l=this.trees[this._limitZoom(e)],c=[],u=0,f=l.range(Y(r),W(a),Y(i),W(n));u<f.length;u+=1){var h=f[u],p=l.points[h];c.push(p.numPoints?q(p):this.points[p.index])}return c},U.prototype.getChildren=function(t){var e=this._getOriginId(t),r=this._getOriginZoom(t),n=\"No cluster with the specified id.\",i=this.trees[r];if(!i)throw new Error(n);var a=i.points[e];if(!a)throw new Error(n);for(var o=this.options.radius/(this.options.extent*Math.pow(2,r-1)),s=[],l=0,c=i.within(a.x,a.y,o);l<c.length;l+=1){var u=c[l],f=i.points[u];f.parentId===t&&s.push(f.numPoints?q(f):this.points[f.index])}if(0===s.length)throw new Error(n);return s},U.prototype.getLeaves=function(t,e,r){e=e||10,r=r||0;var n=[];return this._appendLeaves(n,t,e,r,0),n},U.prototype.getTile=function(t,e,r){var n=this.trees[this._limitZoom(t)],i=Math.pow(2,t),a=this.options,o=a.extent,s=a.radius/o,l=(r-s)/i,c=(r+1+s)/i,u={features:[]};return this._addTileFeatures(n.range((e-s)/i,l,(e+1+s)/i,c),n.points,e,r,i,u),0===e&&this._addTileFeatures(n.range(1-s/i,l,1,c),n.points,i,r,i,u),e===i-1&&this._addTileFeatures(n.range(0,l,s/i,c),n.points,-1,r,i,u),u.features.length?u:null},U.prototype.getClusterExpansionZoom=function(t){for(var e=this._getOriginZoom(t)-1;e<=this.options.maxZoom;){var r=this.getChildren(t);if(e++,1!==r.length)break;t=r[0].properties.cluster_id}return e},U.prototype._appendLeaves=function(t,e,r,n,i){for(var a=0,o=this.getChildren(e);a<o.length;a+=1){var s=o[a],l=s.properties;if(l&&l.cluster?i+l.point_count<=n?i+=l.point_count:i=this._appendLeaves(t,l.cluster_id,r,n,i):i<n?i++:t.push(s),t.length===r)break}return i},U.prototype._addTileFeatures=function(t,e,r,n,i,a){for(var o=0,s=t;o<s.length;o+=1){var l=e[s[o]],c=l.numPoints,u={type:1,geometry:[[Math.round(this.options.extent*(l.x*i-r)),Math.round(this.options.extent*(l.y*i-n))]],tags:c?G(l):this.points[l.index].properties},f=void 0;c?f=l.id:this.options.generateId?f=l.index:this.points[l.index].id&&(f=this.points[l.index].id),void 0!==f&&(u.id=f),a.features.push(u)}},U.prototype._limitZoom=function(t){return Math.max(this.options.minZoom,Math.min(t,this.options.maxZoom+1))},U.prototype._cluster=function(t,e){for(var r=[],n=this.options,i=n.radius,a=n.extent,o=n.reduce,s=i/(a*Math.pow(2,e)),l=0;l<t.length;l++){var c=t[l];if(!(c.zoom<=e)){c.zoom=e;for(var u=this.trees[e+1],f=u.within(c.x,c.y,s),h=c.numPoints||1,p=c.x*h,d=c.y*h,g=o&&h>1?this._map(c,!0):null,m=(l<<5)+(e+1)+this.points.length,v=0,y=f;v<y.length;v+=1){var x=y[v],b=u.points[x];if(!(b.zoom<=e)){b.zoom=e;var _=b.numPoints||1;p+=b.x*_,d+=b.y*_,h+=_,b.parentId=m,o&&(g||(g=this._map(c,!0)),o(g,this._map(b)))}}1===h?r.push(c):(c.parentId=m,r.push(V(p/h,d/h,m,h,g)))}}return r},U.prototype._getOriginId=function(t){return t-this.points.length>>5},U.prototype._getOriginZoom=function(t){return(t-this.points.length)%32},U.prototype._map=function(t,e){if(t.numPoints)return e?X({},t.properties):t.properties;var r=this.points[t.index].properties,n=this.options.map(r);return e&&n===r?X({},n):n},_t.prototype.options={maxZoom:14,indexMaxZoom:5,indexMaxPoints:1e5,tolerance:3,extent:4096,buffer:64,lineMetrics:!1,promoteId:null,generateId:!1,debug:0},_t.prototype.splitTile=function(t,e,r,n,i,a,o){for(var s=[t,e,r,n],l=this.options,c=l.debug;s.length;){n=s.pop(),r=s.pop(),e=s.pop(),t=s.pop();var u=1<<e,f=wt(e,r,n),h=this.tiles[f];if(!h&&(c>1&&console.time(\"creation\"),h=this.tiles[f]=yt(t,e,r,n,l),this.tileCoords.push({z:e,x:r,y:n}),c)){c>1&&(console.log(\"tile z%d-%d-%d (features: %d, points: %d, simplified: %d)\",e,r,n,h.numFeatures,h.numPoints,h.numSimplified),console.timeEnd(\"creation\"));var p=\"z\"+e;this.stats[p]=(this.stats[p]||0)+1,this.total++}if(h.source=t,i){if(e===l.maxZoom||e===i)continue;var d=1<<i-e;if(r!==Math.floor(a/d)||n!==Math.floor(o/d))continue}else if(e===l.indexMaxZoom||h.numPoints<=l.indexMaxPoints)continue;if(h.source=null,0!==t.length){c>1&&console.time(\"clipping\");var g,m,v,y,x,b,_=.5*l.buffer/l.extent,w=.5-_,T=.5+_,k=1+_;g=m=v=y=null,x=ot(t,u,r-_,r+T,0,h.minX,h.maxX,l),b=ot(t,u,r+w,r+k,0,h.minX,h.maxX,l),t=null,x&&(g=ot(x,u,n-_,n+T,1,h.minY,h.maxY,l),m=ot(x,u,n+w,n+k,1,h.minY,h.maxY,l),x=null),b&&(v=ot(b,u,n-_,n+T,1,h.minY,h.maxY,l),y=ot(b,u,n+w,n+k,1,h.minY,h.maxY,l),b=null),c>1&&console.timeEnd(\"clipping\"),s.push(g||[],e+1,2*r,2*n),s.push(m||[],e+1,2*r,2*n+1),s.push(v||[],e+1,2*r+1,2*n),s.push(y||[],e+1,2*r+1,2*n+1)}}},_t.prototype.getTile=function(t,e,r){var n=this.options,i=n.extent,a=n.debug;if(t<0||t>24)return null;var o=1<<t,s=wt(t,e=(e%o+o)%o,r);if(this.tiles[s])return mt(this.tiles[s],i);a>1&&console.log(\"drilling down to z%d-%d-%d\",t,e,r);for(var l,c=t,u=e,f=r;!l&&c>0;)c--,u=Math.floor(u/2),f=Math.floor(f/2),l=this.tiles[wt(c,u,f)];return l&&l.source?(a>1&&console.log(\"found parent tile z%d-%d-%d\",c,u,f),a>1&&console.time(\"drilling down\"),this.splitTile(l.source,c,u,f,t,e,r),a>1&&console.timeEnd(\"drilling down\"),this.tiles[s]?mt(this.tiles[s],i):null):null};var kt=function(e){function r(t,r,n,i){e.call(this,t,r,n,Tt),i&&(this.loadGeoJSON=i)}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.loadData=function(t,e){this._pendingCallback&&this._pendingCallback(null,{abandoned:!0}),this._pendingCallback=e,this._pendingLoadDataParams=t,this._state&&\"Idle\"!==this._state?this._state=\"NeedsLoadData\":(this._state=\"Coalescing\",this._loadData())},r.prototype._loadData=function(){var e=this;if(this._pendingCallback&&this._pendingLoadDataParams){var r=this._pendingCallback,n=this._pendingLoadDataParams;delete this._pendingCallback,delete this._pendingLoadDataParams;var i=!!(n&&n.request&&n.request.collectResourceTiming)&&new t.RequestPerformance(n.request);this.loadGeoJSON(n,(function(a,o){if(a||!o)return r(a);if(\"object\"!=typeof o)return r(new Error(\"Input data given to '\"+n.source+\"' is not a valid GeoJSON object.\"));f(o,!0);try{e._geoJSONIndex=n.cluster?new U(function(e){var r=e.superclusterOptions,n=e.clusterProperties;if(!n||!r)return r;for(var i={},a={},o={accumulated:null,zoom:0},s={properties:null},l=Object.keys(n),c=0,u=l;c<u.length;c+=1){var f=u[c],h=n[f],p=h[0],d=h[1],g=t.createExpression(d),m=t.createExpression(\"string\"==typeof p?[p,[\"accumulated\"],[\"get\",f]]:p);i[f]=g.value,a[f]=m.value}return r.map=function(t){s.properties=t;for(var e={},r=0,n=l;r<n.length;r+=1){var a=n[r];e[a]=i[a].evaluate(o,s)}return e},r.reduce=function(t,e){s.properties=e;for(var r=0,n=l;r<n.length;r+=1){var i=n[r];o.accumulated=t[i],t[i]=a[i].evaluate(o,s)}},r}(n)).load(o.features):function(t,e){return new _t(t,e)}(o,n.geojsonVtOptions)}catch(a){return r(a)}e.loaded={};var s={};if(i){var l=i.finish();l&&(s.resourceTiming={},s.resourceTiming[n.source]=JSON.parse(JSON.stringify(l)))}r(null,s)}))}},r.prototype.coalesce=function(){\"Coalescing\"===this._state?this._state=\"Idle\":\"NeedsLoadData\"===this._state&&(this._state=\"Coalescing\",this._loadData())},r.prototype.reloadTile=function(t,r){var n=this.loaded,i=t.uid;return n&&n[i]?e.prototype.reloadTile.call(this,t,r):this.loadTile(t,r)},r.prototype.loadGeoJSON=function(e,r){if(e.request)t.getJSON(e.request,r);else{if(\"string\"!=typeof e.data)return r(new Error(\"Input data given to '\"+e.source+\"' is not a valid GeoJSON object.\"));try{return r(null,JSON.parse(e.data))}catch(t){return r(new Error(\"Input data given to '\"+e.source+\"' is not a valid GeoJSON 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t.Point(r.clientX-n.left-e.clientLeft,r.clientY-n.top-e.clientTop)},r.touchPos=function(e,r){for(var n=e.getBoundingClientRect(),i=[],a=0;a<r.length;a++)i.push(new t.Point(r[a].clientX-n.left-e.clientLeft,r[a].clientY-n.top-e.clientTop));return i},r.mouseButton=function(e){return void 0!==t.window.InstallTrigger&&2===e.button&&e.ctrlKey&&t.window.navigator.platform.toUpperCase().indexOf(\"MAC\")>=0?0:e.button},r.remove=function(t){t.parentNode&&t.parentNode.removeChild(t)};var h=function(e){function r(){e.call(this),this.images={},this.updatedImages={},this.callbackDispatchedThisFrame={},this.loaded=!1,this.requestors=[],this.patterns={},this.atlasImage=new t.RGBAImage({width:1,height:1}),this.dirty=!0}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.isLoaded=function(){return this.loaded},r.prototype.setLoaded=function(t){if(this.loaded!==t&&(this.loaded=t,t)){for(var e=0,r=this.requestors;e<r.length;e+=1){var n=r[e],i=n.ids,a=n.callback;this._notify(i,a)}this.requestors=[]}},r.prototype.getImage=function(t){return this.images[t]},r.prototype.addImage=function(t,e){this._validate(t,e)&&(this.images[t]=e)},r.prototype._validate=function(e,r){var n=!0;return this._validateStretch(r.stretchX,r.data&&r.data.width)||(this.fire(new t.ErrorEvent(new Error('Image \"'+e+'\" has invalid \"stretchX\" value'))),n=!1),this._validateStretch(r.stretchY,r.data&&r.data.height)||(this.fire(new t.ErrorEvent(new Error('Image \"'+e+'\" has invalid \"stretchY\" value'))),n=!1),this._validateContent(r.content,r)||(this.fire(new t.ErrorEvent(new Error('Image \"'+e+'\" has invalid \"content\" value'))),n=!1),n},r.prototype._validateStretch=function(t,e){if(!t)return!0;for(var r=0,n=0,i=t;n<i.length;n+=1){var a=i[n];if(a[0]<r||a[1]<a[0]||e<a[1])return!1;r=a[1]}return!0},r.prototype._validateContent=function(t,e){return!t||4===t.length&&(!(t[0]<0||e.data.width<t[0])&&(!(t[1]<0||e.data.height<t[1])&&(!(t[2]<0||e.data.width<t[2])&&(!(t[3]<0||e.data.height<t[3])&&(!(t[2]<t[0])&&!(t[3]<t[1]))))))},r.prototype.updateImage=function(t,e){var r=this.images[t];e.version=r.version+1,this.images[t]=e,this.updatedImages[t]=!0},r.prototype.removeImage=function(t){var e=this.images[t];delete this.images[t],delete this.patterns[t],e.userImage&&e.userImage.onRemove&&e.userImage.onRemove()},r.prototype.listImages=function(){return Object.keys(this.images)},r.prototype.getImages=function(t,e){var r=!0;if(!this.isLoaded())for(var n=0,i=t;n<i.length;n+=1){var a=i[n];this.images[a]||(r=!1)}this.isLoaded()||r?this._notify(t,e):this.requestors.push({ids:t,callback:e})},r.prototype._notify=function(e,r){for(var n={},i=0,a=e;i<a.length;i+=1){var o=a[i];this.images[o]||this.fire(new t.Event(\"styleimagemissing\",{id:o}));var s=this.images[o];s?n[o]={data:s.data.clone(),pixelRatio:s.pixelRatio,sdf:s.sdf,version:s.version,stretchX:s.stretchX,stretchY:s.stretchY,content:s.content,hasRenderCallback:Boolean(s.userImage&&s.userImage.render)}:t.warnOnce('Image \"'+o+'\" could not be loaded. Please make sure you have added the image with map.addImage() or a \"sprite\" property in your style. You can provide missing images by listening for the \"styleimagemissing\" map event.')}r(null,n)},r.prototype.getPixelSize=function(){var t=this.atlasImage;return{width:t.width,height:t.height}},r.prototype.getPattern=function(e){var r=this.patterns[e],n=this.getImage(e);if(!n)return null;if(r&&r.position.version===n.version)return r.position;if(r)r.position.version=n.version;else{var i={w:n.data.width+2,h:n.data.height+2,x:0,y:0},a=new t.ImagePosition(i,n);this.patterns[e]={bin:i,position:a}}return this._updatePatternAtlas(),this.patterns[e].position},r.prototype.bind=function(e){var r=e.gl;this.atlasTexture?this.dirty&&(this.atlasTexture.update(this.atlasImage),this.dirty=!1):this.atlasTexture=new t.Texture(e,this.atlasImage,r.RGBA),this.atlasTexture.bind(r.LINEAR,r.CLAMP_TO_EDGE)},r.prototype._updatePatternAtlas=function(){var e=[];for(var r in this.patterns)e.push(this.patterns[r].bin);var n=t.potpack(e),i=n.w,a=n.h,o=this.atlasImage;for(var s in o.resize({width:i||1,height:a||1}),this.patterns){var l=this.patterns[s].bin,c=l.x+1,u=l.y+1,f=this.images[s].data,h=f.width,p=f.height;t.RGBAImage.copy(f,o,{x:0,y:0},{x:c,y:u},{width:h,height:p}),t.RGBAImage.copy(f,o,{x:0,y:p-1},{x:c,y:u-1},{width:h,height:1}),t.RGBAImage.copy(f,o,{x:0,y:0},{x:c,y:u+p},{width:h,height:1}),t.RGBAImage.copy(f,o,{x:h-1,y:0},{x:c-1,y:u},{width:1,height:p}),t.RGBAImage.copy(f,o,{x:0,y:0},{x:c+h,y:u},{width:1,height:p})}this.dirty=!0},r.prototype.beginFrame=function(){this.callbackDispatchedThisFrame={}},r.prototype.dispatchRenderCallbacks=function(t){for(var e=0,r=t;e<r.length;e+=1){var n=r[e];if(!this.callbackDispatchedThisFrame[n]){this.callbackDispatchedThisFrame[n]=!0;var i=this.images[n];f(i)&&this.updateImage(n,i)}}},r}(t.Evented);var p=m,d=m,g=1e20;function m(t,e,r,n,i,a){this.fontSize=t||24,this.buffer=void 0===e?3:e,this.cutoff=n||.25,this.fontFamily=i||\"sans-serif\",this.fontWeight=a||\"normal\",this.radius=r||8;var o=this.size=this.fontSize+2*this.buffer;this.canvas=document.createElement(\"canvas\"),this.canvas.width=this.canvas.height=o,this.ctx=this.canvas.getContext(\"2d\"),this.ctx.font=this.fontWeight+\" \"+this.fontSize+\"px \"+this.fontFamily,this.ctx.textBaseline=\"middle\",this.ctx.fillStyle=\"black\",this.gridOuter=new Float64Array(o*o),this.gridInner=new Float64Array(o*o),this.f=new Float64Array(o),this.d=new Float64Array(o),this.z=new Float64Array(o+1),this.v=new Int16Array(o),this.middle=Math.round(o/2*(navigator.userAgent.indexOf(\"Gecko/\")>=0?1.2:1))}function v(t,e,r,n,i,a,o){for(var s=0;s<e;s++){for(var l=0;l<r;l++)n[l]=t[l*e+s];for(y(n,i,a,o,r),l=0;l<r;l++)t[l*e+s]=i[l]}for(l=0;l<r;l++){for(s=0;s<e;s++)n[s]=t[l*e+s];for(y(n,i,a,o,e),s=0;s<e;s++)t[l*e+s]=Math.sqrt(i[s])}}function y(t,e,r,n,i){r[0]=0,n[0]=-g,n[1]=+g;for(var a=1,o=0;a<i;a++){for(var s=(t[a]+a*a-(t[r[o]]+r[o]*r[o]))/(2*a-2*r[o]);s<=n[o];)o--,s=(t[a]+a*a-(t[r[o]]+r[o]*r[o]))/(2*a-2*r[o]);r[++o]=a,n[o]=s,n[o+1]=+g}for(a=0,o=0;a<i;a++){for(;n[o+1]<a;)o++;e[a]=(a-r[o])*(a-r[o])+t[r[o]]}}m.prototype.draw=function(t){this.ctx.clearRect(0,0,this.size,this.size),this.ctx.fillText(t,this.buffer,this.middle);for(var e=this.ctx.getImageData(0,0,this.size,this.size),r=new Uint8ClampedArray(this.size*this.size),n=0;n<this.size*this.size;n++){var i=e.data[4*n+3]/255;this.gridOuter[n]=1===i?0:0===i?g:Math.pow(Math.max(0,.5-i),2),this.gridInner[n]=1===i?g:0===i?0:Math.pow(Math.max(0,i-.5),2)}for(v(this.gridOuter,this.size,this.size,this.f,this.d,this.v,this.z),v(this.gridInner,this.size,this.size,this.f,this.d,this.v,this.z),n=0;n<this.size*this.size;n++){var a=this.gridOuter[n]-this.gridInner[n];r[n]=Math.max(0,Math.min(255,Math.round(255-255*(a/this.radius+this.cutoff))))}return r},p.default=d;var x=function(t,e){this.requestManager=t,this.localIdeographFontFamily=e,this.entries={}};x.prototype.setURL=function(t){this.url=t},x.prototype.getGlyphs=function(e,r){var n=this,i=[];for(var a in e)for(var o=0,s=e[a];o<s.length;o+=1){var l=s[o];i.push({stack:a,id:l})}t.asyncAll(i,(function(t,e){var r=t.stack,i=t.id,a=n.entries[r];a||(a=n.entries[r]={glyphs:{},requests:{},ranges:{}});var o=a.glyphs[i];if(void 0===o){if(o=n._tinySDF(a,r,i))return a.glyphs[i]=o,void e(null,{stack:r,id:i,glyph:o});var s=Math.floor(i/256);if(256*s>65535)e(new Error(\"glyphs > 65535 not supported\"));else if(a.ranges[s])e(null,{stack:r,id:i,glyph:o});else{var l=a.requests[s];l||(l=a.requests[s]=[],x.loadGlyphRange(r,s,n.url,n.requestManager,(function(t,e){if(e){for(var r in e)n._doesCharSupportLocalGlyph(+r)||(a.glyphs[+r]=e[+r]);a.ranges[s]=!0}for(var i=0,o=l;i<o.length;i+=1){(0,o[i])(t,e)}delete a.requests[s]}))),l.push((function(t,n){t?e(t):n&&e(null,{stack:r,id:i,glyph:n[i]||null})}))}}else e(null,{stack:r,id:i,glyph:o})}),(function(t,e){if(t)r(t);else if(e){for(var n={},i=0,a=e;i<a.length;i+=1){var o=a[i],s=o.stack,l=o.id,c=o.glyph;(n[s]||(n[s]={}))[l]=c&&{id:c.id,bitmap:c.bitmap.clone(),metrics:c.metrics}}r(null,n)}}))},x.prototype._doesCharSupportLocalGlyph=function(e){return!!this.localIdeographFontFamily&&(t.isChar[\"CJK Unified Ideographs\"](e)||t.isChar[\"Hangul Syllables\"](e)||t.isChar.Hiragana(e)||t.isChar.Katakana(e))},x.prototype._tinySDF=function(e,r,n){var i=this.localIdeographFontFamily;if(i&&this._doesCharSupportLocalGlyph(n)){var a=e.tinySDF;if(!a){var o=\"400\";/bold/i.test(r)?o=\"900\":/medium/i.test(r)?o=\"500\":/light/i.test(r)&&(o=\"200\"),a=e.tinySDF=new x.TinySDF(24,3,8,.25,i,o)}return{id:n,bitmap:new t.AlphaImage({width:30,height:30},a.draw(String.fromCharCode(n))),metrics:{width:24,height:24,left:0,top:-8,advance:24}}}},x.loadGlyphRange=function(e,r,n,i,a){var o=256*r,s=o+255,l=i.transformRequest(i.normalizeGlyphsURL(n).replace(\"{fontstack}\",e).replace(\"{range}\",o+\"-\"+s),t.ResourceType.Glyphs);t.getArrayBuffer(l,(function(e,r){if(e)a(e);else if(r){for(var n={},i=0,o=t.parseGlyphPBF(r);i<o.length;i+=1){var s=o[i];n[s.id]=s}a(null,n)}}))},x.TinySDF=p;var b=function(){this.specification=t.styleSpec.light.position};b.prototype.possiblyEvaluate=function(e,r){return t.sphericalToCartesian(e.expression.evaluate(r))},b.prototype.interpolate=function(e,r,n){return{x:t.number(e.x,r.x,n),y:t.number(e.y,r.y,n),z:t.number(e.z,r.z,n)}};var _=new t.Properties({anchor:new t.DataConstantProperty(t.styleSpec.light.anchor),position:new b,color:new t.DataConstantProperty(t.styleSpec.light.color),intensity:new t.DataConstantProperty(t.styleSpec.light.intensity)}),w=function(e){function r(r){e.call(this),this._transitionable=new t.Transitionable(_),this.setLight(r),this._transitioning=this._transitionable.untransitioned()}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.getLight=function(){return this._transitionable.serialize()},r.prototype.setLight=function(e,r){if(void 0===r&&(r={}),!this._validate(t.validateLight,e,r))for(var n in e){var i=e[n];t.endsWith(n,\"-transition\")?this._transitionable.setTransition(n.slice(0,-\"-transition\".length),i):this._transitionable.setValue(n,i)}},r.prototype.updateTransitions=function(t){this._transitioning=this._transitionable.transitioned(t,this._transitioning)},r.prototype.hasTransition=function(){return this._transitioning.hasTransition()},r.prototype.recalculate=function(t){this.properties=this._transitioning.possiblyEvaluate(t)},r.prototype._validate=function(e,r,n){return(!n||!1!==n.validate)&&t.emitValidationErrors(this,e.call(t.validateStyle,t.extend({value:r,style:{glyphs:!0,sprite:!0},styleSpec:t.styleSpec})))},r}(t.Evented),T=function(t,e){this.width=t,this.height=e,this.nextRow=0,this.data=new Uint8Array(this.width*this.height),this.dashEntry={}};T.prototype.getDash=function(t,e){var r=t.join(\",\")+String(e);return this.dashEntry[r]||(this.dashEntry[r]=this.addDash(t,e)),this.dashEntry[r]},T.prototype.getDashRanges=function(t,e,r){var n=[],i=t.length%2==1?-t[t.length-1]*r:0,a=t[0]*r,o=!0;n.push({left:i,right:a,isDash:o,zeroLength:0===t[0]});for(var s=t[0],l=1;l<t.length;l++){o=!o;var c=t[l];i=s*r,a=(s+=c)*r,n.push({left:i,right:a,isDash:o,zeroLength:0===c})}return n},T.prototype.addRoundDash=function(t,e,r){for(var n=e/2,i=-r;i<=r;i++)for(var a=this.nextRow+r+i,o=this.width*a,s=0,l=t[s],c=0;c<this.width;c++){c/l.right>1&&(l=t[++s]);var u=Math.abs(c-l.left),f=Math.abs(c-l.right),h=Math.min(u,f),p=void 0,d=i/r*(n+1);if(l.isDash){var g=n-Math.abs(d);p=Math.sqrt(h*h+g*g)}else p=n-Math.sqrt(h*h+d*d);this.data[o+c]=Math.max(0,Math.min(255,p+128))}},T.prototype.addRegularDash=function(t){for(var e=t.length-1;e>=0;--e){var r=t[e],n=t[e+1];r.zeroLength?t.splice(e,1):n&&n.isDash===r.isDash&&(n.left=r.left,t.splice(e,1))}var i=t[0],a=t[t.length-1];i.isDash===a.isDash&&(i.left=a.left-this.width,a.right=i.right+this.width);for(var o=this.width*this.nextRow,s=0,l=t[s],c=0;c<this.width;c++){c/l.right>1&&(l=t[++s]);var u=Math.abs(c-l.left),f=Math.abs(c-l.right),h=Math.min(u,f),p=l.isDash?h:-h;this.data[o+c]=Math.max(0,Math.min(255,p+128))}},T.prototype.addDash=function(e,r){var n=r?7:0,i=2*n+1;if(this.nextRow+i>this.height)return t.warnOnce(\"LineAtlas out of space\"),null;for(var a=0,o=0;o<e.length;o++)a+=e[o];if(0!==a){var s=this.width/a,l=this.getDashRanges(e,this.width,s);r?this.addRoundDash(l,s,n):this.addRegularDash(l)}var c={y:(this.nextRow+n+.5)/this.height,height:2*n/this.height,width:a};return this.nextRow+=i,this.dirty=!0,c},T.prototype.bind=function(t){var e=t.gl;this.texture?(e.bindTexture(e.TEXTURE_2D,this.texture),this.dirty&&(this.dirty=!1,e.texSubImage2D(e.TEXTURE_2D,0,0,0,this.width,this.height,e.ALPHA,e.UNSIGNED_BYTE,this.data))):(this.texture=e.createTexture(),e.bindTexture(e.TEXTURE_2D,this.texture),e.texParameteri(e.TEXTURE_2D,e.TEXTURE_WRAP_S,e.REPEAT),e.texParameteri(e.TEXTURE_2D,e.TEXTURE_WRAP_T,e.REPEAT),e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MIN_FILTER,e.LINEAR),e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MAG_FILTER,e.LINEAR),e.texImage2D(e.TEXTURE_2D,0,e.ALPHA,this.width,this.height,0,e.ALPHA,e.UNSIGNED_BYTE,this.data))};var k=function e(r,n){this.workerPool=r,this.actors=[],this.currentActor=0,this.id=t.uniqueId();for(var i=this.workerPool.acquire(this.id),a=0;a<i.length;a++){var o=i[a],s=new e.Actor(o,n,this.id);s.name=\"Worker \"+a,this.actors.push(s)}};function A(e,r,n){var i=function(i,a){if(i)return n(i);if(a){var o=t.pick(t.extend(a,e),[\"tiles\",\"minzoom\",\"maxzoom\",\"attribution\",\"mapbox_logo\",\"bounds\",\"scheme\",\"tileSize\",\"encoding\"]);a.vector_layers&&(o.vectorLayers=a.vector_layers,o.vectorLayerIds=o.vectorLayers.map((function(t){return t.id}))),o.tiles=r.canonicalizeTileset(o,e.url),n(null,o)}};return e.url?t.getJSON(r.transformRequest(r.normalizeSourceURL(e.url),t.ResourceType.Source),i):t.browser.frame((function(){return i(null,e)}))}k.prototype.broadcast=function(e,r,n){n=n||function(){},t.asyncAll(this.actors,(function(t,n){t.send(e,r,n)}),n)},k.prototype.getActor=function(){return this.currentActor=(this.currentActor+1)%this.actors.length,this.actors[this.currentActor]},k.prototype.remove=function(){this.actors.forEach((function(t){t.remove()})),this.actors=[],this.workerPool.release(this.id)},k.Actor=t.Actor;var M=function(e,r,n){this.bounds=t.LngLatBounds.convert(this.validateBounds(e)),this.minzoom=r||0,this.maxzoom=n||24};M.prototype.validateBounds=function(t){return Array.isArray(t)&&4===t.length?[Math.max(-180,t[0]),Math.max(-90,t[1]),Math.min(180,t[2]),Math.min(90,t[3])]:[-180,-90,180,90]},M.prototype.contains=function(e){var r=Math.pow(2,e.z),n=Math.floor(t.mercatorXfromLng(this.bounds.getWest())*r),i=Math.floor(t.mercatorYfromLat(this.bounds.getNorth())*r),a=Math.ceil(t.mercatorXfromLng(this.bounds.getEast())*r),o=Math.ceil(t.mercatorYfromLat(this.bounds.getSouth())*r);return e.x>=n&&e.x<a&&e.y>=i&&e.y<o};var S=function(e){function r(r,n,i,a){if(e.call(this),this.id=r,this.dispatcher=i,this.type=\"vector\",this.minzoom=0,this.maxzoom=22,this.scheme=\"xyz\",this.tileSize=512,this.reparseOverscaled=!0,this.isTileClipped=!0,this._loaded=!1,t.extend(this,t.pick(n,[\"url\",\"scheme\",\"tileSize\",\"promoteId\"])),this._options=t.extend({type:\"vector\"},n),this._collectResourceTiming=n.collectResourceTiming,512!==this.tileSize)throw new Error(\"vector tile sources must have a tileSize of 512\");this.setEventedParent(a)}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(){var e=this;this._loaded=!1,this.fire(new t.Event(\"dataloading\",{dataType:\"source\"})),this._tileJSONRequest=A(this._options,this.map._requestManager,(function(r,n){e._tileJSONRequest=null,e._loaded=!0,r?e.fire(new t.ErrorEvent(r)):n&&(t.extend(e,n),n.bounds&&(e.tileBounds=new M(n.bounds,e.minzoom,e.maxzoom)),t.postTurnstileEvent(n.tiles,e.map._requestManager._customAccessToken),t.postMapLoadEvent(n.tiles,e.map._getMapId(),e.map._requestManager._skuToken,e.map._requestManager._customAccessToken),e.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"metadata\"})),e.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"content\"})))}))},r.prototype.loaded=function(){return this._loaded},r.prototype.hasTile=function(t){return!this.tileBounds||this.tileBounds.contains(t.canonical)},r.prototype.onAdd=function(t){this.map=t,this.load()},r.prototype.onRemove=function(){this._tileJSONRequest&&(this._tileJSONRequest.cancel(),this._tileJSONRequest=null)},r.prototype.serialize=function(){return t.extend({},this._options)},r.prototype.loadTile=function(e,r){var n=this.map._requestManager.normalizeTileURL(e.tileID.canonical.url(this.tiles,this.scheme)),i={request:this.map._requestManager.transformRequest(n,t.ResourceType.Tile),uid:e.uid,tileID:e.tileID,zoom:e.tileID.overscaledZ,tileSize:this.tileSize*e.tileID.overscaleFactor(),type:this.type,source:this.id,pixelRatio:t.browser.devicePixelRatio,showCollisionBoxes:this.map.showCollisionBoxes,promoteId:this.promoteId};function a(n,i){return delete e.request,e.aborted?r(null):n&&404!==n.status?r(n):(i&&i.resourceTiming&&(e.resourceTiming=i.resourceTiming),this.map._refreshExpiredTiles&&i&&e.setExpiryData(i),e.loadVectorData(i,this.map.painter),t.cacheEntryPossiblyAdded(this.dispatcher),r(null),void(e.reloadCallback&&(this.loadTile(e,e.reloadCallback),e.reloadCallback=null)))}i.request.collectResourceTiming=this._collectResourceTiming,e.actor&&\"expired\"!==e.state?\"loading\"===e.state?e.reloadCallback=r:e.request=e.actor.send(\"reloadTile\",i,a.bind(this)):(e.actor=this.dispatcher.getActor(),e.request=e.actor.send(\"loadTile\",i,a.bind(this)))},r.prototype.abortTile=function(t){t.request&&(t.request.cancel(),delete t.request),t.actor&&t.actor.send(\"abortTile\",{uid:t.uid,type:this.type,source:this.id},void 0)},r.prototype.unloadTile=function(t){t.unloadVectorData(),t.actor&&t.actor.send(\"removeTile\",{uid:t.uid,type:this.type,source:this.id},void 0)},r.prototype.hasTransition=function(){return!1},r}(t.Evented),E=function(e){function r(r,n,i,a){e.call(this),this.id=r,this.dispatcher=i,this.setEventedParent(a),this.type=\"raster\",this.minzoom=0,this.maxzoom=22,this.roundZoom=!0,this.scheme=\"xyz\",this.tileSize=512,this._loaded=!1,this._options=t.extend({type:\"raster\"},n),t.extend(this,t.pick(n,[\"url\",\"scheme\",\"tileSize\"]))}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(){var e=this;this._loaded=!1,this.fire(new t.Event(\"dataloading\",{dataType:\"source\"})),this._tileJSONRequest=A(this._options,this.map._requestManager,(function(r,n){e._tileJSONRequest=null,e._loaded=!0,r?e.fire(new t.ErrorEvent(r)):n&&(t.extend(e,n),n.bounds&&(e.tileBounds=new M(n.bounds,e.minzoom,e.maxzoom)),t.postTurnstileEvent(n.tiles),t.postMapLoadEvent(n.tiles,e.map._getMapId(),e.map._requestManager._skuToken),e.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"metadata\"})),e.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"content\"})))}))},r.prototype.loaded=function(){return this._loaded},r.prototype.onAdd=function(t){this.map=t,this.load()},r.prototype.onRemove=function(){this._tileJSONRequest&&(this._tileJSONRequest.cancel(),this._tileJSONRequest=null)},r.prototype.serialize=function(){return t.extend({},this._options)},r.prototype.hasTile=function(t){return!this.tileBounds||this.tileBounds.contains(t.canonical)},r.prototype.loadTile=function(e,r){var n=this,i=this.map._requestManager.normalizeTileURL(e.tileID.canonical.url(this.tiles,this.scheme),this.tileSize);e.request=t.getImage(this.map._requestManager.transformRequest(i,t.ResourceType.Tile),(function(i,a){if(delete e.request,e.aborted)e.state=\"unloaded\",r(null);else if(i)e.state=\"errored\",r(i);else if(a){n.map._refreshExpiredTiles&&e.setExpiryData(a),delete a.cacheControl,delete a.expires;var o=n.map.painter.context,s=o.gl;e.texture=n.map.painter.getTileTexture(a.width),e.texture?e.texture.update(a,{useMipmap:!0}):(e.texture=new t.Texture(o,a,s.RGBA,{useMipmap:!0}),e.texture.bind(s.LINEAR,s.CLAMP_TO_EDGE,s.LINEAR_MIPMAP_NEAREST),o.extTextureFilterAnisotropic&&s.texParameterf(s.TEXTURE_2D,o.extTextureFilterAnisotropic.TEXTURE_MAX_ANISOTROPY_EXT,o.extTextureFilterAnisotropicMax)),e.state=\"loaded\",t.cacheEntryPossiblyAdded(n.dispatcher),r(null)}}))},r.prototype.abortTile=function(t,e){t.request&&(t.request.cancel(),delete t.request),e()},r.prototype.unloadTile=function(t,e){t.texture&&this.map.painter.saveTileTexture(t.texture),e()},r.prototype.hasTransition=function(){return!1},r}(t.Evented),L=function(e){function r(r,n,i,a){e.call(this,r,n,i,a),this.type=\"raster-dem\",this.maxzoom=22,this._options=t.extend({type:\"raster-dem\"},n),this.encoding=n.encoding||\"mapbox\"}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.serialize=function(){return{type:\"raster-dem\",url:this.url,tileSize:this.tileSize,tiles:this.tiles,bounds:this.bounds,encoding:this.encoding}},r.prototype.loadTile=function(e,r){var n=this.map._requestManager.normalizeTileURL(e.tileID.canonical.url(this.tiles,this.scheme),this.tileSize);function i(t,n){t&&(e.state=\"errored\",r(t)),n&&(e.dem=n,e.needsHillshadePrepare=!0,e.state=\"loaded\",r(null))}e.request=t.getImage(this.map._requestManager.transformRequest(n,t.ResourceType.Tile),function(n,a){if(delete e.request,e.aborted)e.state=\"unloaded\",r(null);else if(n)e.state=\"errored\",r(n);else if(a){this.map._refreshExpiredTiles&&e.setExpiryData(a),delete a.cacheControl,delete a.expires;var o=t.window.ImageBitmap&&a instanceof t.window.ImageBitmap&&t.offscreenCanvasSupported()?a:t.browser.getImageData(a,1),s={uid:e.uid,coord:e.tileID,source:this.id,rawImageData:o,encoding:this.encoding};e.actor&&\"expired\"!==e.state||(e.actor=this.dispatcher.getActor(),e.actor.send(\"loadDEMTile\",s,i.bind(this)))}}.bind(this)),e.neighboringTiles=this._getNeighboringTiles(e.tileID)},r.prototype._getNeighboringTiles=function(e){var r=e.canonical,n=Math.pow(2,r.z),i=(r.x-1+n)%n,a=0===r.x?e.wrap-1:e.wrap,o=(r.x+1+n)%n,s=r.x+1===n?e.wrap+1:e.wrap,l={};return l[new t.OverscaledTileID(e.overscaledZ,a,r.z,i,r.y).key]={backfilled:!1},l[new t.OverscaledTileID(e.overscaledZ,s,r.z,o,r.y).key]={backfilled:!1},r.y>0&&(l[new t.OverscaledTileID(e.overscaledZ,a,r.z,i,r.y-1).key]={backfilled:!1},l[new t.OverscaledTileID(e.overscaledZ,e.wrap,r.z,r.x,r.y-1).key]={backfilled:!1},l[new t.OverscaledTileID(e.overscaledZ,s,r.z,o,r.y-1).key]={backfilled:!1}),r.y+1<n&&(l[new t.OverscaledTileID(e.overscaledZ,a,r.z,i,r.y+1).key]={backfilled:!1},l[new t.OverscaledTileID(e.overscaledZ,e.wrap,r.z,r.x,r.y+1).key]={backfilled:!1},l[new t.OverscaledTileID(e.overscaledZ,s,r.z,o,r.y+1).key]={backfilled:!1}),l},r.prototype.unloadTile=function(t){t.demTexture&&this.map.painter.saveTileTexture(t.demTexture),t.fbo&&(t.fbo.destroy(),delete t.fbo),t.dem&&delete t.dem,delete t.neighboringTiles,t.state=\"unloaded\",t.actor&&t.actor.send(\"removeDEMTile\",{uid:t.uid,source:this.id})},r}(E),C=function(e){function r(r,n,i,a){e.call(this),this.id=r,this.type=\"geojson\",this.minzoom=0,this.maxzoom=18,this.tileSize=512,this.isTileClipped=!0,this.reparseOverscaled=!0,this._removed=!1,this._loaded=!1,this.actor=i.getActor(),this.setEventedParent(a),this._data=n.data,this._options=t.extend({},n),this._collectResourceTiming=n.collectResourceTiming,this._resourceTiming=[],void 0!==n.maxzoom&&(this.maxzoom=n.maxzoom),n.type&&(this.type=n.type),n.attribution&&(this.attribution=n.attribution),this.promoteId=n.promoteId;var o=t.EXTENT/this.tileSize;this.workerOptions=t.extend({source:this.id,cluster:n.cluster||!1,geojsonVtOptions:{buffer:(void 0!==n.buffer?n.buffer:128)*o,tolerance:(void 0!==n.tolerance?n.tolerance:.375)*o,extent:t.EXTENT,maxZoom:this.maxzoom,lineMetrics:n.lineMetrics||!1,generateId:n.generateId||!1},superclusterOptions:{maxZoom:void 0!==n.clusterMaxZoom?Math.min(n.clusterMaxZoom,this.maxzoom-1):this.maxzoom-1,extent:t.EXTENT,radius:(n.clusterRadius||50)*o,log:!1,generateId:n.generateId||!1},clusterProperties:n.clusterProperties},n.workerOptions)}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(){var e=this;this.fire(new t.Event(\"dataloading\",{dataType:\"source\"})),this._updateWorkerData((function(r){if(r)e.fire(new t.ErrorEvent(r));else{var n={dataType:\"source\",sourceDataType:\"metadata\"};e._collectResourceTiming&&e._resourceTiming&&e._resourceTiming.length>0&&(n.resourceTiming=e._resourceTiming,e._resourceTiming=[]),e.fire(new t.Event(\"data\",n))}}))},r.prototype.onAdd=function(t){this.map=t,this.load()},r.prototype.setData=function(e){var r=this;return this._data=e,this.fire(new t.Event(\"dataloading\",{dataType:\"source\"})),this._updateWorkerData((function(e){if(e)r.fire(new t.ErrorEvent(e));else{var n={dataType:\"source\",sourceDataType:\"content\"};r._collectResourceTiming&&r._resourceTiming&&r._resourceTiming.length>0&&(n.resourceTiming=r._resourceTiming,r._resourceTiming=[]),r.fire(new t.Event(\"data\",n))}})),this},r.prototype.getClusterExpansionZoom=function(t,e){return this.actor.send(\"geojson.getClusterExpansionZoom\",{clusterId:t,source:this.id},e),this},r.prototype.getClusterChildren=function(t,e){return this.actor.send(\"geojson.getClusterChildren\",{clusterId:t,source:this.id},e),this},r.prototype.getClusterLeaves=function(t,e,r,n){return this.actor.send(\"geojson.getClusterLeaves\",{source:this.id,clusterId:t,limit:e,offset:r},n),this},r.prototype._updateWorkerData=function(e){var r=this;this._loaded=!1;var n=t.extend({},this.workerOptions),i=this._data;\"string\"==typeof i?(n.request=this.map._requestManager.transformRequest(t.browser.resolveURL(i),t.ResourceType.Source),n.request.collectResourceTiming=this._collectResourceTiming):n.data=JSON.stringify(i),this.actor.send(this.type+\".loadData\",n,(function(t,i){r._removed||i&&i.abandoned||(r._loaded=!0,i&&i.resourceTiming&&i.resourceTiming[r.id]&&(r._resourceTiming=i.resourceTiming[r.id].slice(0)),r.actor.send(r.type+\".coalesce\",{source:n.source},null),e(t))}))},r.prototype.loaded=function(){return this._loaded},r.prototype.loadTile=function(e,r){var n=this,i=e.actor?\"reloadTile\":\"loadTile\";e.actor=this.actor;var a={type:this.type,uid:e.uid,tileID:e.tileID,zoom:e.tileID.overscaledZ,maxZoom:this.maxzoom,tileSize:this.tileSize,source:this.id,pixelRatio:t.browser.devicePixelRatio,showCollisionBoxes:this.map.showCollisionBoxes,promoteId:this.promoteId};e.request=this.actor.send(i,a,(function(t,a){return delete e.request,e.unloadVectorData(),e.aborted?r(null):t?r(t):(e.loadVectorData(a,n.map.painter,\"reloadTile\"===i),r(null))}))},r.prototype.abortTile=function(t){t.request&&(t.request.cancel(),delete t.request),t.aborted=!0},r.prototype.unloadTile=function(t){t.unloadVectorData(),this.actor.send(\"removeTile\",{uid:t.uid,type:this.type,source:this.id})},r.prototype.onRemove=function(){this._removed=!0,this.actor.send(\"removeSource\",{type:this.type,source:this.id})},r.prototype.serialize=function(){return t.extend({},this._options,{type:this.type,data:this._data})},r.prototype.hasTransition=function(){return!1},r}(t.Evented),P=t.createLayout([{name:\"a_pos\",type:\"Int16\",components:2},{name:\"a_texture_pos\",type:\"Int16\",components:2}]),I=function(e){function r(t,r,n,i){e.call(this),this.id=t,this.dispatcher=n,this.coordinates=r.coordinates,this.type=\"image\",this.minzoom=0,this.maxzoom=22,this.tileSize=512,this.tiles={},this._loaded=!1,this.setEventedParent(i),this.options=r}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(e,r){var n=this;this._loaded=!1,this.fire(new t.Event(\"dataloading\",{dataType:\"source\"})),this.url=this.options.url,t.getImage(this.map._requestManager.transformRequest(this.url,t.ResourceType.Image),(function(i,a){n._loaded=!0,i?n.fire(new t.ErrorEvent(i)):a&&(n.image=a,e&&(n.coordinates=e),r&&r(),n._finishLoading())}))},r.prototype.loaded=function(){return this._loaded},r.prototype.updateImage=function(t){var e=this;return this.image&&t.url?(this.options.url=t.url,this.load(t.coordinates,(function(){e.texture=null})),this):this},r.prototype._finishLoading=function(){this.map&&(this.setCoordinates(this.coordinates),this.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"metadata\"})))},r.prototype.onAdd=function(t){this.map=t,this.load()},r.prototype.setCoordinates=function(e){var r=this;this.coordinates=e;var n=e.map(t.MercatorCoordinate.fromLngLat);this.tileID=function(e){for(var r=1/0,n=1/0,i=-1/0,a=-1/0,o=0,s=e;o<s.length;o+=1){var l=s[o];r=Math.min(r,l.x),n=Math.min(n,l.y),i=Math.max(i,l.x),a=Math.max(a,l.y)}var c=i-r,u=a-n,f=Math.max(c,u),h=Math.max(0,Math.floor(-Math.log(f)/Math.LN2)),p=Math.pow(2,h);return new t.CanonicalTileID(h,Math.floor((r+i)/2*p),Math.floor((n+a)/2*p))}(n),this.minzoom=this.maxzoom=this.tileID.z;var i=n.map((function(t){return r.tileID.getTilePoint(t)._round()}));return this._boundsArray=new t.StructArrayLayout4i8,this._boundsArray.emplaceBack(i[0].x,i[0].y,0,0),this._boundsArray.emplaceBack(i[1].x,i[1].y,t.EXTENT,0),this._boundsArray.emplaceBack(i[3].x,i[3].y,0,t.EXTENT),this._boundsArray.emplaceBack(i[2].x,i[2].y,t.EXTENT,t.EXTENT),this.boundsBuffer&&(this.boundsBuffer.destroy(),delete this.boundsBuffer),this.fire(new t.Event(\"data\",{dataType:\"source\",sourceDataType:\"content\"})),this},r.prototype.prepare=function(){if(0!==Object.keys(this.tiles).length&&this.image){var e=this.map.painter.context,r=e.gl;for(var n in this.boundsBuffer||(this.boundsBuffer=e.createVertexBuffer(this._boundsArray,P.members)),this.boundsSegments||(this.boundsSegments=t.SegmentVector.simpleSegment(0,0,4,2)),this.texture||(this.texture=new t.Texture(e,this.image,r.RGBA),this.texture.bind(r.LINEAR,r.CLAMP_TO_EDGE)),this.tiles){var i=this.tiles[n];\"loaded\"!==i.state&&(i.state=\"loaded\",i.texture=this.texture)}}},r.prototype.loadTile=function(t,e){this.tileID&&this.tileID.equals(t.tileID.canonical)?(this.tiles[String(t.tileID.wrap)]=t,t.buckets={},e(null)):(t.state=\"errored\",e(null))},r.prototype.serialize=function(){return{type:\"image\",url:this.options.url,coordinates:this.coordinates}},r.prototype.hasTransition=function(){return!1},r}(t.Evented);var O=function(e){function r(t,r,n,i){e.call(this,t,r,n,i),this.roundZoom=!0,this.type=\"video\",this.options=r}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(){var e=this;this._loaded=!1;var r=this.options;this.urls=[];for(var n=0,i=r.urls;n<i.length;n+=1){var a=i[n];this.urls.push(this.map._requestManager.transformRequest(a,t.ResourceType.Source).url)}t.getVideo(this.urls,(function(r,n){e._loaded=!0,r?e.fire(new t.ErrorEvent(r)):n&&(e.video=n,e.video.loop=!0,e.video.addEventListener(\"playing\",(function(){e.map.triggerRepaint()})),e.map&&e.video.play(),e._finishLoading())}))},r.prototype.pause=function(){this.video&&this.video.pause()},r.prototype.play=function(){this.video&&this.video.play()},r.prototype.seek=function(e){if(this.video){var r=this.video.seekable;e<r.start(0)||e>r.end(0)?this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+this.id,null,\"Playback for this video can be set only between the \"+r.start(0)+\" and \"+r.end(0)+\"-second mark.\"))):this.video.currentTime=e}},r.prototype.getVideo=function(){return this.video},r.prototype.onAdd=function(t){this.map||(this.map=t,this.load(),this.video&&(this.video.play(),this.setCoordinates(this.coordinates)))},r.prototype.prepare=function(){if(!(0===Object.keys(this.tiles).length||this.video.readyState<2)){var e=this.map.painter.context,r=e.gl;for(var n in this.boundsBuffer||(this.boundsBuffer=e.createVertexBuffer(this._boundsArray,P.members)),this.boundsSegments||(this.boundsSegments=t.SegmentVector.simpleSegment(0,0,4,2)),this.texture?this.video.paused||(this.texture.bind(r.LINEAR,r.CLAMP_TO_EDGE),r.texSubImage2D(r.TEXTURE_2D,0,0,0,r.RGBA,r.UNSIGNED_BYTE,this.video)):(this.texture=new t.Texture(e,this.video,r.RGBA),this.texture.bind(r.LINEAR,r.CLAMP_TO_EDGE)),this.tiles){var i=this.tiles[n];\"loaded\"!==i.state&&(i.state=\"loaded\",i.texture=this.texture)}}},r.prototype.serialize=function(){return{type:\"video\",urls:this.urls,coordinates:this.coordinates}},r.prototype.hasTransition=function(){return this.video&&!this.video.paused},r}(I),z=function(e){function r(r,n,i,a){e.call(this,r,n,i,a),n.coordinates?Array.isArray(n.coordinates)&&4===n.coordinates.length&&!n.coordinates.some((function(t){return!Array.isArray(t)||2!==t.length||t.some((function(t){return\"number\"!=typeof t}))}))||this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+r,null,'\"coordinates\" property must be an array of 4 longitude/latitude array pairs'))):this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+r,null,'missing required property \"coordinates\"'))),n.animate&&\"boolean\"!=typeof n.animate&&this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+r,null,'optional \"animate\" property must be a boolean value'))),n.canvas?\"string\"==typeof n.canvas||n.canvas instanceof t.window.HTMLCanvasElement||this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+r,null,'\"canvas\" must be either a string representing the ID of the canvas element from which to read, or an HTMLCanvasElement instance'))):this.fire(new t.ErrorEvent(new t.ValidationError(\"sources.\"+r,null,'missing required property \"canvas\"'))),this.options=n,this.animate=void 0===n.animate||n.animate}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.load=function(){this._loaded=!0,this.canvas||(this.canvas=this.options.canvas instanceof t.window.HTMLCanvasElement?this.options.canvas:t.window.document.getElementById(this.options.canvas)),this.width=this.canvas.width,this.height=this.canvas.height,this._hasInvalidDimensions()?this.fire(new t.ErrorEvent(new Error(\"Canvas dimensions cannot be less than or equal to zero.\"))):(this.play=function(){this._playing=!0,this.map.triggerRepaint()},this.pause=function(){this._playing&&(this.prepare(),this._playing=!1)},this._finishLoading())},r.prototype.getCanvas=function(){return this.canvas},r.prototype.onAdd=function(t){this.map=t,this.load(),this.canvas&&this.animate&&this.play()},r.prototype.onRemove=function(){this.pause()},r.prototype.prepare=function(){var e=!1;if(this.canvas.width!==this.width&&(this.width=this.canvas.width,e=!0),this.canvas.height!==this.height&&(this.height=this.canvas.height,e=!0),!this._hasInvalidDimensions()&&0!==Object.keys(this.tiles).length){var r=this.map.painter.context,n=r.gl;for(var i in this.boundsBuffer||(this.boundsBuffer=r.createVertexBuffer(this._boundsArray,P.members)),this.boundsSegments||(this.boundsSegments=t.SegmentVector.simpleSegment(0,0,4,2)),this.texture?(e||this._playing)&&this.texture.update(this.canvas,{premultiply:!0}):this.texture=new t.Texture(r,this.canvas,n.RGBA,{premultiply:!0}),this.tiles){var a=this.tiles[i];\"loaded\"!==a.state&&(a.state=\"loaded\",a.texture=this.texture)}}},r.prototype.serialize=function(){return{type:\"canvas\",coordinates:this.coordinates}},r.prototype.hasTransition=function(){return this._playing},r.prototype._hasInvalidDimensions=function(){for(var t=0,e=[this.canvas.width,this.canvas.height];t<e.length;t+=1){var 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e=this.gl;e.framebufferTexture2D(e.FRAMEBUFFER,e.COLOR_ATTACHMENT0,e.TEXTURE_2D,t,0),this.current=t,this.dirty=!1}},e}(_t),Tt=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.set=function(t){if(t!==this.current||this.dirty){this.context.bindFramebuffer.set(this.parent);var e=this.gl;e.framebufferRenderbuffer(e.FRAMEBUFFER,e.DEPTH_ATTACHMENT,e.RENDERBUFFER,t),this.current=t,this.dirty=!1}},e}(_t),kt=function(t,e,r,n){this.context=t,this.width=e,this.height=r;var i=t.gl,a=this.framebuffer=i.createFramebuffer();this.colorAttachment=new wt(t,a),n&&(this.depthAttachment=new Tt(t,a))};kt.prototype.destroy=function(){var t=this.context.gl,e=this.colorAttachment.get();if(e&&t.deleteTexture(e),this.depthAttachment){var r=this.depthAttachment.get();r&&t.deleteRenderbuffer(r)}t.deleteFramebuffer(this.framebuffer)};var At=function(t,e,r){this.func=t,this.mask=e,this.range=r};At.ReadOnly=!1,At.ReadWrite=!0,At.disabled=new At(519,At.ReadOnly,[0,1]);var Mt=function(t,e,r,n,i,a){this.test=t,this.ref=e,this.mask=r,this.fail=n,this.depthFail=i,this.pass=a};Mt.disabled=new Mt({func:519,mask:0},0,0,7680,7680,7680);var St=function(t,e,r){this.blendFunction=t,this.blendColor=e,this.mask=r};St.disabled=new St(St.Replace=[1,0],t.Color.transparent,[!1,!1,!1,!1]),St.unblended=new St(St.Replace,t.Color.transparent,[!0,!0,!0,!0]),St.alphaBlended=new St([1,771],t.Color.transparent,[!0,!0,!0,!0]);var Et=function(t,e,r){this.enable=t,this.mode=e,this.frontFace=r};Et.disabled=new Et(!1,1029,2305),Et.backCCW=new Et(!0,1029,2305);var Lt=function(t){this.gl=t,this.extVertexArrayObject=this.gl.getExtension(\"OES_vertex_array_object\"),this.clearColor=new q(this),this.clearDepth=new G(this),this.clearStencil=new Y(this),this.colorMask=new W(this),this.depthMask=new X(this),this.stencilMask=new Z(this),this.stencilFunc=new J(this),this.stencilOp=new K(this),this.stencilTest=new Q(this),this.depthRange=new $(this),this.depthTest=new tt(this),this.depthFunc=new et(this),this.blend=new rt(this),this.blendFunc=new nt(this),this.blendColor=new it(this),this.blendEquation=new at(this),this.cullFace=new ot(this),this.cullFaceSide=new st(this),this.frontFace=new lt(this),this.program=new ct(this),this.activeTexture=new ut(this),this.viewport=new ft(this),this.bindFramebuffer=new ht(this),this.bindRenderbuffer=new pt(this),this.bindTexture=new dt(this),this.bindVertexBuffer=new gt(this),this.bindElementBuffer=new mt(this),this.bindVertexArrayOES=this.extVertexArrayObject&&new vt(this),this.pixelStoreUnpack=new yt(this),this.pixelStoreUnpackPremultiplyAlpha=new xt(this),this.pixelStoreUnpackFlipY=new bt(this),this.extTextureFilterAnisotropic=t.getExtension(\"EXT_texture_filter_anisotropic\")||t.getExtension(\"MOZ_EXT_texture_filter_anisotropic\")||t.getExtension(\"WEBKIT_EXT_texture_filter_anisotropic\"),this.extTextureFilterAnisotropic&&(this.extTextureFilterAnisotropicMax=t.getParameter(this.extTextureFilterAnisotropic.MAX_TEXTURE_MAX_ANISOTROPY_EXT)),this.extTextureHalfFloat=t.getExtension(\"OES_texture_half_float\"),this.extTextureHalfFloat&&(t.getExtension(\"OES_texture_half_float_linear\"),this.extRenderToTextureHalfFloat=t.getExtension(\"EXT_color_buffer_half_float\")),this.extTimerQuery=t.getExtension(\"EXT_disjoint_timer_query\")};Lt.prototype.setDefault=function(){this.unbindVAO(),this.clearColor.setDefault(),this.clearDepth.setDefault(),this.clearStencil.setDefault(),this.colorMask.setDefault(),this.depthMask.setDefault(),this.stencilMask.setDefault(),this.stencilFunc.setDefault(),this.stencilOp.setDefault(),this.stencilTest.setDefault(),this.depthRange.setDefault(),this.depthTest.setDefault(),this.depthFunc.setDefault(),this.blend.setDefault(),this.blendFunc.setDefault(),this.blendColor.setDefault(),this.blendEquation.setDefault(),this.cullFace.setDefault(),this.cullFaceSide.setDefault(),this.frontFace.setDefault(),this.program.setDefault(),this.activeTexture.setDefault(),this.bindFramebuffer.setDefault(),this.pixelStoreUnpack.setDefault(),this.pixelStoreUnpackPremultiplyAlpha.setDefault(),this.pixelStoreUnpackFlipY.setDefault()},Lt.prototype.setDirty=function(){this.clearColor.dirty=!0,this.clearDepth.dirty=!0,this.clearStencil.dirty=!0,this.colorMask.dirty=!0,this.depthMask.dirty=!0,this.stencilMask.dirty=!0,this.stencilFunc.dirty=!0,this.stencilOp.dirty=!0,this.stencilTest.dirty=!0,this.depthRange.dirty=!0,this.depthTest.dirty=!0,this.depthFunc.dirty=!0,this.blend.dirty=!0,this.blendFunc.dirty=!0,this.blendColor.dirty=!0,this.blendEquation.dirty=!0,this.cullFace.dirty=!0,this.cullFaceSide.dirty=!0,this.frontFace.dirty=!0,this.program.dirty=!0,this.activeTexture.dirty=!0,this.viewport.dirty=!0,this.bindFramebuffer.dirty=!0,this.bindRenderbuffer.dirty=!0,this.bindTexture.dirty=!0,this.bindVertexBuffer.dirty=!0,this.bindElementBuffer.dirty=!0,this.extVertexArrayObject&&(this.bindVertexArrayOES.dirty=!0),this.pixelStoreUnpack.dirty=!0,this.pixelStoreUnpackPremultiplyAlpha.dirty=!0,this.pixelStoreUnpackFlipY.dirty=!0},Lt.prototype.createIndexBuffer=function(t,e){return new j(this,t,e)},Lt.prototype.createVertexBuffer=function(t,e,r){return new V(this,t,e,r)},Lt.prototype.createRenderbuffer=function(t,e,r){var n=this.gl,i=n.createRenderbuffer();return this.bindRenderbuffer.set(i),n.renderbufferStorage(n.RENDERBUFFER,t,e,r),this.bindRenderbuffer.set(null),i},Lt.prototype.createFramebuffer=function(t,e,r){return new kt(this,t,e,r)},Lt.prototype.clear=function(t){var e=t.color,r=t.depth,n=this.gl,i=0;e&&(i|=n.COLOR_BUFFER_BIT,this.clearColor.set(e),this.colorMask.set([!0,!0,!0,!0])),void 0!==r&&(i|=n.DEPTH_BUFFER_BIT,this.depthRange.set([0,1]),this.clearDepth.set(r),this.depthMask.set(!0)),n.clear(i)},Lt.prototype.setCullFace=function(t){!1===t.enable?this.cullFace.set(!1):(this.cullFace.set(!0),this.cullFaceSide.set(t.mode),this.frontFace.set(t.frontFace))},Lt.prototype.setDepthMode=function(t){t.func!==this.gl.ALWAYS||t.mask?(this.depthTest.set(!0),this.depthFunc.set(t.func),this.depthMask.set(t.mask),this.depthRange.set(t.range)):this.depthTest.set(!1)},Lt.prototype.setStencilMode=function(t){t.test.func!==this.gl.ALWAYS||t.mask?(this.stencilTest.set(!0),this.stencilMask.set(t.mask),this.stencilOp.set([t.fail,t.depthFail,t.pass]),this.stencilFunc.set({func:t.test.func,ref:t.ref,mask:t.test.mask})):this.stencilTest.set(!1)},Lt.prototype.setColorMode=function(e){t.deepEqual(e.blendFunction,St.Replace)?this.blend.set(!1):(this.blend.set(!0),this.blendFunc.set(e.blendFunction),this.blendColor.set(e.blendColor)),this.colorMask.set(e.mask)},Lt.prototype.unbindVAO=function(){this.extVertexArrayObject&&this.bindVertexArrayOES.set(null)};var Ct=function(e){function r(r,n,i){var a=this;e.call(this),this.id=r,this.dispatcher=i,this.on(\"data\",(function(t){\"source\"===t.dataType&&\"metadata\"===t.sourceDataType&&(a._sourceLoaded=!0),a._sourceLoaded&&!a._paused&&\"source\"===t.dataType&&\"content\"===t.sourceDataType&&(a.reload(),a.transform&&a.update(a.transform))})),this.on(\"error\",(function(){a._sourceErrored=!0})),this._source=function(e,r,n,i){var a=new D[r.type](e,r,n,i);if(a.id!==e)throw new Error(\"Expected Source id to be \"+e+\" instead of \"+a.id);return t.bindAll([\"load\",\"abort\",\"unload\",\"serialize\",\"prepare\"],a),a}(r,n,i,this),this._tiles={},this._cache=new N(0,this._unloadTile.bind(this)),this._timers={},this._cacheTimers={},this._maxTileCacheSize=null,this._loadedParentTiles={},this._coveredTiles={},this._state=new t.SourceFeatureState}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.onAdd=function(t){this.map=t,this._maxTileCacheSize=t?t._maxTileCacheSize:null,this._source&&this._source.onAdd&&this._source.onAdd(t)},r.prototype.onRemove=function(t){this._source&&this._source.onRemove&&this._source.onRemove(t)},r.prototype.loaded=function(){if(this._sourceErrored)return!0;if(!this._sourceLoaded)return!1;if(!this._source.loaded())return!1;for(var t in this._tiles){var e=this._tiles[t];if(\"loaded\"!==e.state&&\"errored\"!==e.state)return!1}return!0},r.prototype.getSource=function(){return this._source},r.prototype.pause=function(){this._paused=!0},r.prototype.resume=function(){if(this._paused){var t=this._shouldReloadOnResume;this._paused=!1,this._shouldReloadOnResume=!1,t&&this.reload(),this.transform&&this.update(this.transform)}},r.prototype._loadTile=function(t,e){return this._source.loadTile(t,e)},r.prototype._unloadTile=function(t){if(this._source.unloadTile)return this._source.unloadTile(t,(function(){}))},r.prototype._abortTile=function(t){if(this._source.abortTile)return this._source.abortTile(t,(function(){}))},r.prototype.serialize=function(){return this._source.serialize()},r.prototype.prepare=function(t){for(var e in this._source.prepare&&this._source.prepare(),this._state.coalesceChanges(this._tiles,this.map?this.map.painter:null),this._tiles){var r=this._tiles[e];r.upload(t),r.prepare(this.map.style.imageManager)}},r.prototype.getIds=function(){return t.values(this._tiles).map((function(t){return t.tileID})).sort(Pt).map((function(t){return t.key}))},r.prototype.getRenderableIds=function(e){var r=this,n=[];for(var i in this._tiles)this._isIdRenderable(i,e)&&n.push(this._tiles[i]);return e?n.sort((function(e,n){var i=e.tileID,a=n.tileID,o=new t.Point(i.canonical.x,i.canonical.y)._rotate(r.transform.angle),s=new t.Point(a.canonical.x,a.canonical.y)._rotate(r.transform.angle);return i.overscaledZ-a.overscaledZ||s.y-o.y||s.x-o.x})).map((function(t){return t.tileID.key})):n.map((function(t){return t.tileID})).sort(Pt).map((function(t){return t.key}))},r.prototype.hasRenderableParent=function(t){var e=this.findLoadedParent(t,0);return!!e&&this._isIdRenderable(e.tileID.key)},r.prototype._isIdRenderable=function(t,e){return this._tiles[t]&&this._tiles[t].hasData()&&!this._coveredTiles[t]&&(e||!this._tiles[t].holdingForFade())},r.prototype.reload=function(){if(this._paused)this._shouldReloadOnResume=!0;else for(var t in this._cache.reset(),this._tiles)\"errored\"!==this._tiles[t].state&&this._reloadTile(t,\"reloading\")},r.prototype._reloadTile=function(t,e){var r=this._tiles[t];r&&(\"loading\"!==r.state&&(r.state=e),this._loadTile(r,this._tileLoaded.bind(this,r,t,e)))},r.prototype._tileLoaded=function(e,r,n,i){if(i)return e.state=\"errored\",void(404!==i.status?this._source.fire(new t.ErrorEvent(i,{tile:e})):this.update(this.transform));e.timeAdded=t.browser.now(),\"expired\"===n&&(e.refreshedUponExpiration=!0),this._setTileReloadTimer(r,e),\"raster-dem\"===this.getSource().type&&e.dem&&this._backfillDEM(e),this._state.initializeTileState(e,this.map?this.map.painter:null),this._source.fire(new t.Event(\"data\",{dataType:\"source\",tile:e,coord:e.tileID}))},r.prototype._backfillDEM=function(t){for(var e=this.getRenderableIds(),r=0;r<e.length;r++){var n=e[r];if(t.neighboringTiles&&t.neighboringTiles[n]){var i=this.getTileByID(n);a(t,i),a(i,t)}}function a(t,e){t.needsHillshadePrepare=!0;var r=e.tileID.canonical.x-t.tileID.canonical.x,n=e.tileID.canonical.y-t.tileID.canonical.y,i=Math.pow(2,t.tileID.canonical.z),a=e.tileID.key;0===r&&0===n||Math.abs(n)>1||(Math.abs(r)>1&&(1===Math.abs(r+i)?r+=i:1===Math.abs(r-i)&&(r-=i)),e.dem&&t.dem&&(t.dem.backfillBorder(e.dem,r,n),t.neighboringTiles&&t.neighboringTiles[a]&&(t.neighboringTiles[a].backfilled=!0)))}},r.prototype.getTile=function(t){return this.getTileByID(t.key)},r.prototype.getTileByID=function(t){return this._tiles[t]},r.prototype._retainLoadedChildren=function(t,e,r,n){for(var i in this._tiles){var a=this._tiles[i];if(!(n[i]||!a.hasData()||a.tileID.overscaledZ<=e||a.tileID.overscaledZ>r)){for(var o=a.tileID;a&&a.tileID.overscaledZ>e+1;){var s=a.tileID.scaledTo(a.tileID.overscaledZ-1);(a=this._tiles[s.key])&&a.hasData()&&(o=s)}for(var l=o;l.overscaledZ>e;)if(t[(l=l.scaledTo(l.overscaledZ-1)).key]){n[o.key]=o;break}}}},r.prototype.findLoadedParent=function(t,e){if(t.key in this._loadedParentTiles){var r=this._loadedParentTiles[t.key];return r&&r.tileID.overscaledZ>=e?r:null}for(var n=t.overscaledZ-1;n>=e;n--){var i=t.scaledTo(n),a=this._getLoadedTile(i);if(a)return a}},r.prototype._getLoadedTile=function(t){var e=this._tiles[t.key];return e&&e.hasData()?e:this._cache.getByKey(t.wrapped().key)},r.prototype.updateCacheSize=function(t){var e=(Math.ceil(t.width/this._source.tileSize)+1)*(Math.ceil(t.height/this._source.tileSize)+1),r=Math.floor(5*e),n=\"number\"==typeof this._maxTileCacheSize?Math.min(this._maxTileCacheSize,r):r;this._cache.setMaxSize(n)},r.prototype.handleWrapJump=function(t){var e=(t-(void 0===this._prevLng?t:this._prevLng))/360,r=Math.round(e);if(this._prevLng=t,r){var n={};for(var i in this._tiles){var a=this._tiles[i];a.tileID=a.tileID.unwrapTo(a.tileID.wrap+r),n[a.tileID.key]=a}for(var o in this._tiles=n,this._timers)clearTimeout(this._timers[o]),delete this._timers[o];for(var s in this._tiles){var l=this._tiles[s];this._setTileReloadTimer(s,l)}}},r.prototype.update=function(e){var n=this;if(this.transform=e,this._sourceLoaded&&!this._paused){var i;this.updateCacheSize(e),this.handleWrapJump(this.transform.center.lng),this._coveredTiles={},this.used?this._source.tileID?i=e.getVisibleUnwrappedCoordinates(this._source.tileID).map((function(e){return new t.OverscaledTileID(e.canonical.z,e.wrap,e.canonical.z,e.canonical.x,e.canonical.y)})):(i=e.coveringTiles({tileSize:this._source.tileSize,minzoom:this._source.minzoom,maxzoom:this._source.maxzoom,roundZoom:this._source.roundZoom,reparseOverscaled:this._source.reparseOverscaled}),this._source.hasTile&&(i=i.filter((function(t){return n._source.hasTile(t)})))):i=[];var a=e.coveringZoomLevel(this._source),o=Math.max(a-r.maxOverzooming,this._source.minzoom),s=Math.max(a+r.maxUnderzooming,this._source.minzoom),l=this._updateRetainedTiles(i,a);if(It(this._source.type)){for(var c={},u={},f=0,h=Object.keys(l);f<h.length;f+=1){var p=h[f],d=l[p],g=this._tiles[p];if(g&&!(g.fadeEndTime&&g.fadeEndTime<=t.browser.now())){var m=this.findLoadedParent(d,o);m&&(this._addTile(m.tileID),c[m.tileID.key]=m.tileID),u[p]=d}}for(var v in this._retainLoadedChildren(u,a,s,l),c)l[v]||(this._coveredTiles[v]=!0,l[v]=c[v])}for(var y in l)this._tiles[y].clearFadeHold();for(var x=0,b=t.keysDifference(this._tiles,l);x<b.length;x+=1){var _=b[x],w=this._tiles[_];w.hasSymbolBuckets&&!w.holdingForFade()?w.setHoldDuration(this.map._fadeDuration):w.hasSymbolBuckets&&!w.symbolFadeFinished()||this._removeTile(_)}this._updateLoadedParentTileCache()}},r.prototype.releaseSymbolFadeTiles=function(){for(var t in this._tiles)this._tiles[t].holdingForFade()&&this._removeTile(t)},r.prototype._updateRetainedTiles=function(t,e){for(var n={},i={},a=Math.max(e-r.maxOverzooming,this._source.minzoom),o=Math.max(e+r.maxUnderzooming,this._source.minzoom),s={},l=0,c=t;l<c.length;l+=1){var u=c[l],f=this._addTile(u);n[u.key]=u,f.hasData()||e<this._source.maxzoom&&(s[u.key]=u)}this._retainLoadedChildren(s,e,o,n);for(var h=0,p=t;h<p.length;h+=1){var d=p[h],g=this._tiles[d.key];if(!g.hasData()){if(e+1>this._source.maxzoom){var m=d.children(this._source.maxzoom)[0],v=this.getTile(m);if(v&&v.hasData()){n[m.key]=m;continue}}else{var y=d.children(this._source.maxzoom);if(n[y[0].key]&&n[y[1].key]&&n[y[2].key]&&n[y[3].key])continue}for(var x=g.wasRequested(),b=d.overscaledZ-1;b>=a;--b){var _=d.scaledTo(b);if(i[_.key])break;if(i[_.key]=!0,!(g=this.getTile(_))&&x&&(g=this._addTile(_)),g&&(n[_.key]=_,x=g.wasRequested(),g.hasData()))break}}}return n},r.prototype._updateLoadedParentTileCache=function(){for(var t in this._loadedParentTiles={},this._tiles){for(var e=[],r=void 0,n=this._tiles[t].tileID;n.overscaledZ>0;){if(n.key in this._loadedParentTiles){r=this._loadedParentTiles[n.key];break}e.push(n.key);var i=n.scaledTo(n.overscaledZ-1);if(r=this._getLoadedTile(i))break;n=i}for(var a=0,o=e;a<o.length;a+=1){var s=o[a];this._loadedParentTiles[s]=r}}},r.prototype._addTile=function(e){var r=this._tiles[e.key];if(r)return r;(r=this._cache.getAndRemove(e))&&(this._setTileReloadTimer(e.key,r),r.tileID=e,this._state.initializeTileState(r,this.map?this.map.painter:null),this._cacheTimers[e.key]&&(clearTimeout(this._cacheTimers[e.key]),delete this._cacheTimers[e.key],this._setTileReloadTimer(e.key,r)));var n=Boolean(r);return n||(r=new t.Tile(e,this._source.tileSize*e.overscaleFactor()),this._loadTile(r,this._tileLoaded.bind(this,r,e.key,r.state))),r?(r.uses++,this._tiles[e.key]=r,n||this._source.fire(new t.Event(\"dataloading\",{tile:r,coord:r.tileID,dataType:\"source\"})),r):null},r.prototype._setTileReloadTimer=function(t,e){var r=this;t in this._timers&&(clearTimeout(this._timers[t]),delete this._timers[t]);var n=e.getExpiryTimeout();n&&(this._timers[t]=setTimeout((function(){r._reloadTile(t,\"expired\"),delete r._timers[t]}),n))},r.prototype._removeTile=function(t){var e=this._tiles[t];e&&(e.uses--,delete this._tiles[t],this._timers[t]&&(clearTimeout(this._timers[t]),delete this._timers[t]),e.uses>0||(e.hasData()&&\"reloading\"!==e.state?this._cache.add(e.tileID,e,e.getExpiryTimeout()):(e.aborted=!0,this._abortTile(e),this._unloadTile(e))))},r.prototype.clearTiles=function(){for(var t in this._shouldReloadOnResume=!1,this._paused=!1,this._tiles)this._removeTile(t);this._cache.reset()},r.prototype.tilesIn=function(e,r,n){var i=this,a=[],o=this.transform;if(!o)return a;for(var s=n?o.getCameraQueryGeometry(e):e,l=e.map((function(t){return o.pointCoordinate(t)})),c=s.map((function(t){return o.pointCoordinate(t)})),u=this.getIds(),f=1/0,h=1/0,p=-1/0,d=-1/0,g=0,m=c;g<m.length;g+=1){var v=m[g];f=Math.min(f,v.x),h=Math.min(h,v.y),p=Math.max(p,v.x),d=Math.max(d,v.y)}for(var y=function(e){var n=i._tiles[u[e]];if(!n.holdingForFade()){var s=n.tileID,g=Math.pow(2,o.zoom-n.tileID.overscaledZ),m=r*n.queryPadding*t.EXTENT/n.tileSize/g,v=[s.getTilePoint(new t.MercatorCoordinate(f,h)),s.getTilePoint(new t.MercatorCoordinate(p,d))];if(v[0].x-m<t.EXTENT&&v[0].y-m<t.EXTENT&&v[1].x+m>=0&&v[1].y+m>=0){var y=l.map((function(t){return s.getTilePoint(t)})),x=c.map((function(t){return s.getTilePoint(t)}));a.push({tile:n,tileID:s,queryGeometry:y,cameraQueryGeometry:x,scale:g})}}},x=0;x<u.length;x++)y(x);return a},r.prototype.getVisibleCoordinates=function(t){for(var e=this,r=this.getRenderableIds(t).map((function(t){return e._tiles[t].tileID})),n=0,i=r;n<i.length;n+=1){var a=i[n];a.posMatrix=this.transform.calculatePosMatrix(a.toUnwrapped())}return r},r.prototype.hasTransition=function(){if(this._source.hasTransition())return!0;if(It(this._source.type))for(var e in this._tiles){var r=this._tiles[e];if(void 0!==r.fadeEndTime&&r.fadeEndTime>=t.browser.now())return!0}return!1},r.prototype.setFeatureState=function(t,e,r){t=t||\"_geojsonTileLayer\",this._state.updateState(t,e,r)},r.prototype.removeFeatureState=function(t,e,r){t=t||\"_geojsonTileLayer\",this._state.removeFeatureState(t,e,r)},r.prototype.getFeatureState=function(t,e){return t=t||\"_geojsonTileLayer\",this._state.getState(t,e)},r.prototype.setDependencies=function(t,e,r){var n=this._tiles[t];n&&n.setDependencies(e,r)},r.prototype.reloadTilesForDependencies=function(t,e){for(var r in this._tiles){this._tiles[r].hasDependency(t,e)&&this._reloadTile(r,\"reloading\")}this._cache.filter((function(r){return!r.hasDependency(t,e)}))},r}(t.Evented);function Pt(t,e){var r=Math.abs(2*t.wrap)-+(t.wrap<0),n=Math.abs(2*e.wrap)-+(e.wrap<0);return t.overscaledZ-e.overscaledZ||n-r||e.canonical.y-t.canonical.y||e.canonical.x-t.canonical.x}function It(t){return\"raster\"===t||\"image\"===t||\"video\"===t}function Ot(){return new t.window.Worker(Zi.workerUrl)}Ct.maxOverzooming=10,Ct.maxUnderzooming=3;var zt=\"mapboxgl_preloaded_worker_pool\",Dt=function(){this.active={}};Dt.prototype.acquire=function(t){if(!this.workers)for(this.workers=[];this.workers.length<Dt.workerCount;)this.workers.push(new Ot);return this.active[t]=!0,this.workers.slice()},Dt.prototype.release=function(t){delete this.active[t],0===this.numActive()&&(this.workers.forEach((function(t){t.terminate()})),this.workers=null)},Dt.prototype.isPreloaded=function(){return!!this.active[zt]},Dt.prototype.numActive=function(){return Object.keys(this.active).length};var Rt,Ft=Math.floor(t.browser.hardwareConcurrency/2);function Bt(){return Rt||(Rt=new Dt),Rt}function Nt(e,r){var n={};for(var i in e)\"ref\"!==i&&(n[i]=e[i]);return t.refProperties.forEach((function(t){t in r&&(n[t]=r[t])})),n}function jt(t){t=t.slice();for(var e=Object.create(null),r=0;r<t.length;r++)e[t[r].id]=t[r];for(var n=0;n<t.length;n++)\"ref\"in t[n]&&(t[n]=Nt(t[n],e[t[n].ref]));return t}Dt.workerCount=Math.max(Math.min(Ft,6),1);var Ut={setStyle:\"setStyle\",addLayer:\"addLayer\",removeLayer:\"removeLayer\",setPaintProperty:\"setPaintProperty\",setLayoutProperty:\"setLayoutProperty\",setFilter:\"setFilter\",addSource:\"addSource\",removeSource:\"removeSource\",setGeoJSONSourceData:\"setGeoJSONSourceData\",setLayerZoomRange:\"setLayerZoomRange\",setLayerProperty:\"setLayerProperty\",setCenter:\"setCenter\",setZoom:\"setZoom\",setBearing:\"setBearing\",setPitch:\"setPitch\",setSprite:\"setSprite\",setGlyphs:\"setGlyphs\",setTransition:\"setTransition\",setLight:\"setLight\"};function Vt(t,e,r){r.push({command:Ut.addSource,args:[t,e[t]]})}function Ht(t,e,r){e.push({command:Ut.removeSource,args:[t]}),r[t]=!0}function qt(t,e,r,n){Ht(t,r,n),Vt(t,e,r)}function Gt(e,r,n){var i;for(i in e[n])if(e[n].hasOwnProperty(i)&&\"data\"!==i&&!t.deepEqual(e[n][i],r[n][i]))return!1;for(i in r[n])if(r[n].hasOwnProperty(i)&&\"data\"!==i&&!t.deepEqual(e[n][i],r[n][i]))return!1;return!0}function Yt(e,r,n,i,a,o){var s;for(s in r=r||{},e=e||{})e.hasOwnProperty(s)&&(t.deepEqual(e[s],r[s])||n.push({command:o,args:[i,s,r[s],a]}));for(s in r)r.hasOwnProperty(s)&&!e.hasOwnProperty(s)&&(t.deepEqual(e[s],r[s])||n.push({command:o,args:[i,s,r[s],a]}))}function Wt(t){return t.id}function Xt(t,e){return t[e.id]=e,t}function Zt(e,r){if(!e)return[{command:Ut.setStyle,args:[r]}];var n=[];try{if(!t.deepEqual(e.version,r.version))return[{command:Ut.setStyle,args:[r]}];t.deepEqual(e.center,r.center)||n.push({command:Ut.setCenter,args:[r.center]}),t.deepEqual(e.zoom,r.zoom)||n.push({command:Ut.setZoom,args:[r.zoom]}),t.deepEqual(e.bearing,r.bearing)||n.push({command:Ut.setBearing,args:[r.bearing]}),t.deepEqual(e.pitch,r.pitch)||n.push({command:Ut.setPitch,args:[r.pitch]}),t.deepEqual(e.sprite,r.sprite)||n.push({command:Ut.setSprite,args:[r.sprite]}),t.deepEqual(e.glyphs,r.glyphs)||n.push({command:Ut.setGlyphs,args:[r.glyphs]}),t.deepEqual(e.transition,r.transition)||n.push({command:Ut.setTransition,args:[r.transition]}),t.deepEqual(e.light,r.light)||n.push({command:Ut.setLight,args:[r.light]});var i={},a=[];!function(e,r,n,i){var a;for(a in r=r||{},e=e||{})e.hasOwnProperty(a)&&(r.hasOwnProperty(a)||Ht(a,n,i));for(a in r)r.hasOwnProperty(a)&&(e.hasOwnProperty(a)?t.deepEqual(e[a],r[a])||(\"geojson\"===e[a].type&&\"geojson\"===r[a].type&&Gt(e,r,a)?n.push({command:Ut.setGeoJSONSourceData,args:[a,r[a].data]}):qt(a,r,n,i)):Vt(a,r,n))}(e.sources,r.sources,a,i);var o=[];e.layers&&e.layers.forEach((function(t){i[t.source]?n.push({command:Ut.removeLayer,args:[t.id]}):o.push(t)})),n=n.concat(a),function(e,r,n){r=r||[];var i,a,o,s,l,c,u,f=(e=e||[]).map(Wt),h=r.map(Wt),p=e.reduce(Xt,{}),d=r.reduce(Xt,{}),g=f.slice(),m=Object.create(null);for(i=0,a=0;i<f.length;i++)o=f[i],d.hasOwnProperty(o)?a++:(n.push({command:Ut.removeLayer,args:[o]}),g.splice(g.indexOf(o,a),1));for(i=0,a=0;i<h.length;i++)o=h[h.length-1-i],g[g.length-1-i]!==o&&(p.hasOwnProperty(o)?(n.push({command:Ut.removeLayer,args:[o]}),g.splice(g.lastIndexOf(o,g.length-a),1)):a++,c=g[g.length-i],n.push({command:Ut.addLayer,args:[d[o],c]}),g.splice(g.length-i,0,o),m[o]=!0);for(i=0;i<h.length;i++)if(s=p[o=h[i]],l=d[o],!m[o]&&!t.deepEqual(s,l))if(t.deepEqual(s.source,l.source)&&t.deepEqual(s[\"source-layer\"],l[\"source-layer\"])&&t.deepEqual(s.type,l.type)){for(u in Yt(s.layout,l.layout,n,o,null,Ut.setLayoutProperty),Yt(s.paint,l.paint,n,o,null,Ut.setPaintProperty),t.deepEqual(s.filter,l.filter)||n.push({command:Ut.setFilter,args:[o,l.filter]}),t.deepEqual(s.minzoom,l.minzoom)&&t.deepEqual(s.maxzoom,l.maxzoom)||n.push({command:Ut.setLayerZoomRange,args:[o,l.minzoom,l.maxzoom]}),s)s.hasOwnProperty(u)&&\"layout\"!==u&&\"paint\"!==u&&\"filter\"!==u&&\"metadata\"!==u&&\"minzoom\"!==u&&\"maxzoom\"!==u&&(0===u.indexOf(\"paint.\")?Yt(s[u],l[u],n,o,u.slice(6),Ut.setPaintProperty):t.deepEqual(s[u],l[u])||n.push({command:Ut.setLayerProperty,args:[o,u,l[u]]}));for(u in l)l.hasOwnProperty(u)&&!s.hasOwnProperty(u)&&\"layout\"!==u&&\"paint\"!==u&&\"filter\"!==u&&\"metadata\"!==u&&\"minzoom\"!==u&&\"maxzoom\"!==u&&(0===u.indexOf(\"paint.\")?Yt(s[u],l[u],n,o,u.slice(6),Ut.setPaintProperty):t.deepEqual(s[u],l[u])||n.push({command:Ut.setLayerProperty,args:[o,u,l[u]]}))}else n.push({command:Ut.removeLayer,args:[o]}),c=g[g.lastIndexOf(o)+1],n.push({command:Ut.addLayer,args:[l,c]})}(o,r.layers,n)}catch(t){console.warn(\"Unable to compute style diff:\",t),n=[{command:Ut.setStyle,args:[r]}]}return n}var Jt=function(t,e){this.reset(t,e)};Jt.prototype.reset=function(t,e){this.points=t||[],this._distances=[0];for(var r=1;r<this.points.length;r++)this._distances[r]=this._distances[r-1]+this.points[r].dist(this.points[r-1]);this.length=this._distances[this._distances.length-1],this.padding=Math.min(e||0,.5*this.length),this.paddedLength=this.length-2*this.padding},Jt.prototype.lerp=function(e){if(1===this.points.length)return this.points[0];e=t.clamp(e,0,1);for(var r=1,n=this._distances[r],i=e*this.paddedLength+this.padding;n<i&&r<this._distances.length;)n=this._distances[++r];var a=r-1,o=this._distances[a],s=n-o,l=s>0?(i-o)/s:0;return this.points[a].mult(1-l).add(this.points[r].mult(l))};var Kt=function(t,e,r){var n=this.boxCells=[],i=this.circleCells=[];this.xCellCount=Math.ceil(t/r),this.yCellCount=Math.ceil(e/r);for(var a=0;a<this.xCellCount*this.yCellCount;a++)n.push([]),i.push([]);this.circleKeys=[],this.boxKeys=[],this.bboxes=[],this.circles=[],this.width=t,this.height=e,this.xScale=this.xCellCount/t,this.yScale=this.yCellCount/e,this.boxUid=0,this.circleUid=0};function Qt(e,r,n,i,a){var o=t.create();return r?(t.scale(o,o,[1/a,1/a,1]),n||t.rotateZ(o,o,i.angle)):t.multiply(o,i.labelPlaneMatrix,e),o}function $t(e,r,n,i,a){if(r){var o=t.clone(e);return t.scale(o,o,[a,a,1]),n||t.rotateZ(o,o,-i.angle),o}return i.glCoordMatrix}function te(e,r){var n=[e.x,e.y,0,1];fe(n,n,r);var i=n[3];return{point:new t.Point(n[0]/i,n[1]/i),signedDistanceFromCamera:i}}function ee(t,e){return.5+t/e*.5}function re(t,e){var r=t[0]/t[3],n=t[1]/t[3];return r>=-e[0]&&r<=e[0]&&n>=-e[1]&&n<=e[1]}function ne(e,r,n,i,a,o,s,l){var c=i?e.textSizeData:e.iconSizeData,u=t.evaluateSizeForZoom(c,n.transform.zoom),f=[256/n.width*2+1,256/n.height*2+1],h=i?e.text.dynamicLayoutVertexArray:e.icon.dynamicLayoutVertexArray;h.clear();for(var p=e.lineVertexArray,d=i?e.text.placedSymbolArray:e.icon.placedSymbolArray,g=n.transform.width/n.transform.height,m=!1,v=0;v<d.length;v++){var y=d.get(v);if(y.hidden||y.writingMode===t.WritingMode.vertical&&!m)ue(y.numGlyphs,h);else{m=!1;var x=[y.anchorX,y.anchorY,0,1];if(t.transformMat4(x,x,r),re(x,f)){var b=x[3],_=ee(n.transform.cameraToCenterDistance,b),w=t.evaluateSizeForFeature(c,u,y),T=s?w/_:w*_,k=new t.Point(y.anchorX,y.anchorY),A=te(k,a).point,M={},S=oe(y,T,!1,l,r,a,o,e.glyphOffsetArray,p,h,A,k,M,g);m=S.useVertical,(S.notEnoughRoom||m||S.needsFlipping&&oe(y,T,!0,l,r,a,o,e.glyphOffsetArray,p,h,A,k,M,g).notEnoughRoom)&&ue(y.numGlyphs,h)}else ue(y.numGlyphs,h)}}i?e.text.dynamicLayoutVertexBuffer.updateData(h):e.icon.dynamicLayoutVertexBuffer.updateData(h)}function ie(t,e,r,n,i,a,o,s,l,c,u){var f=s.glyphStartIndex+s.numGlyphs,h=s.lineStartIndex,p=s.lineStartIndex+s.lineLength,d=e.getoffsetX(s.glyphStartIndex),g=e.getoffsetX(f-1),m=le(t*d,r,n,i,a,o,s.segment,h,p,l,c,u);if(!m)return null;var v=le(t*g,r,n,i,a,o,s.segment,h,p,l,c,u);return v?{first:m,last:v}:null}function ae(e,r,n,i){if(e===t.WritingMode.horizontal&&Math.abs(n.y-r.y)>Math.abs(n.x-r.x)*i)return{useVertical:!0};return(e===t.WritingMode.vertical?r.y<n.y:r.x>n.x)?{needsFlipping:!0}:null}function oe(e,r,n,i,a,o,s,l,c,u,f,h,p,d){var g,m=r/24,v=e.lineOffsetX*m,y=e.lineOffsetY*m;if(e.numGlyphs>1){var x=e.glyphStartIndex+e.numGlyphs,b=e.lineStartIndex,_=e.lineStartIndex+e.lineLength,w=ie(m,l,v,y,n,f,h,e,c,o,p);if(!w)return{notEnoughRoom:!0};var T=te(w.first.point,s).point,k=te(w.last.point,s).point;if(i&&!n){var A=ae(e.writingMode,T,k,d);if(A)return A}g=[w.first];for(var M=e.glyphStartIndex+1;M<x-1;M++)g.push(le(m*l.getoffsetX(M),v,y,n,f,h,e.segment,b,_,c,o,p));g.push(w.last)}else{if(i&&!n){var S=te(h,a).point,E=e.lineStartIndex+e.segment+1,L=new t.Point(c.getx(E),c.gety(E)),C=te(L,a),P=C.signedDistanceFromCamera>0?C.point:se(h,L,S,1,a),I=ae(e.writingMode,S,P,d);if(I)return I}var O=le(m*l.getoffsetX(e.glyphStartIndex),v,y,n,f,h,e.segment,e.lineStartIndex,e.lineStartIndex+e.lineLength,c,o,p);if(!O)return{notEnoughRoom:!0};g=[O]}for(var z=0,D=g;z<D.length;z+=1){var R=D[z];t.addDynamicAttributes(u,R.point,R.angle)}return{}}function se(t,e,r,n,i){var a=te(t.add(t.sub(e)._unit()),i).point,o=r.sub(a);return r.add(o._mult(n/o.mag()))}function le(e,r,n,i,a,o,s,l,c,u,f,h){var p=i?e-r:e+r,d=p>0?1:-1,g=0;i&&(d*=-1,g=Math.PI),d<0&&(g+=Math.PI);for(var m=d>0?l+s:l+s+1,v=a,y=a,x=0,b=0,_=Math.abs(p),w=[];x+b<=_;){if((m+=d)<l||m>=c)return null;if(y=v,w.push(v),void 0===(v=h[m])){var T=new t.Point(u.getx(m),u.gety(m)),k=te(T,f);if(k.signedDistanceFromCamera>0)v=h[m]=k.point;else{var A=m-d;v=se(0===x?o:new t.Point(u.getx(A),u.gety(A)),T,y,_-x+1,f)}}x+=b,b=y.dist(v)}var M=(_-x)/b,S=v.sub(y),E=S.mult(M)._add(y);E._add(S._unit()._perp()._mult(n*d));var L=g+Math.atan2(v.y-y.y,v.x-y.x);return w.push(E),{point:E,angle:L,path:w}}Kt.prototype.keysLength=function(){return this.boxKeys.length+this.circleKeys.length},Kt.prototype.insert=function(t,e,r,n,i){this._forEachCell(e,r,n,i,this._insertBoxCell,this.boxUid++),this.boxKeys.push(t),this.bboxes.push(e),this.bboxes.push(r),this.bboxes.push(n),this.bboxes.push(i)},Kt.prototype.insertCircle=function(t,e,r,n){this._forEachCell(e-n,r-n,e+n,r+n,this._insertCircleCell,this.circleUid++),this.circleKeys.push(t),this.circles.push(e),this.circles.push(r),this.circles.push(n)},Kt.prototype._insertBoxCell=function(t,e,r,n,i,a){this.boxCells[i].push(a)},Kt.prototype._insertCircleCell=function(t,e,r,n,i,a){this.circleCells[i].push(a)},Kt.prototype._query=function(t,e,r,n,i,a){if(r<0||t>this.width||n<0||e>this.height)return!i&&[];var o=[];if(t<=0&&e<=0&&this.width<=r&&this.height<=n){if(i)return!0;for(var s=0;s<this.boxKeys.length;s++)o.push({key:this.boxKeys[s],x1:this.bboxes[4*s],y1:this.bboxes[4*s+1],x2:this.bboxes[4*s+2],y2:this.bboxes[4*s+3]});for(var l=0;l<this.circleKeys.length;l++){var c=this.circles[3*l],u=this.circles[3*l+1],f=this.circles[3*l+2];o.push({key:this.circleKeys[l],x1:c-f,y1:u-f,x2:c+f,y2:u+f})}return a?o.filter(a):o}var h={hitTest:i,seenUids:{box:{},circle:{}}};return this._forEachCell(t,e,r,n,this._queryCell,o,h,a),i?o.length>0:o},Kt.prototype._queryCircle=function(t,e,r,n,i){var a=t-r,o=t+r,s=e-r,l=e+r;if(o<0||a>this.width||l<0||s>this.height)return!n&&[];var c=[],u={hitTest:n,circle:{x:t,y:e,radius:r},seenUids:{box:{},circle:{}}};return this._forEachCell(a,s,o,l,this._queryCellCircle,c,u,i),n?c.length>0:c},Kt.prototype.query=function(t,e,r,n,i){return this._query(t,e,r,n,!1,i)},Kt.prototype.hitTest=function(t,e,r,n,i){return this._query(t,e,r,n,!0,i)},Kt.prototype.hitTestCircle=function(t,e,r,n){return this._queryCircle(t,e,r,!0,n)},Kt.prototype._queryCell=function(t,e,r,n,i,a,o,s){var l=o.seenUids,c=this.boxCells[i];if(null!==c)for(var u=this.bboxes,f=0,h=c;f<h.length;f+=1){var p=h[f];if(!l.box[p]){l.box[p]=!0;var d=4*p;if(t<=u[d+2]&&e<=u[d+3]&&r>=u[d+0]&&n>=u[d+1]&&(!s||s(this.boxKeys[p]))){if(o.hitTest)return a.push(!0),!0;a.push({key:this.boxKeys[p],x1:u[d],y1:u[d+1],x2:u[d+2],y2:u[d+3]})}}}var g=this.circleCells[i];if(null!==g)for(var m=this.circles,v=0,y=g;v<y.length;v+=1){var x=y[v];if(!l.circle[x]){l.circle[x]=!0;var b=3*x;if(this._circleAndRectCollide(m[b],m[b+1],m[b+2],t,e,r,n)&&(!s||s(this.circleKeys[x]))){if(o.hitTest)return a.push(!0),!0;var _=m[b],w=m[b+1],T=m[b+2];a.push({key:this.circleKeys[x],x1:_-T,y1:w-T,x2:_+T,y2:w+T})}}}},Kt.prototype._queryCellCircle=function(t,e,r,n,i,a,o,s){var l=o.circle,c=o.seenUids,u=this.boxCells[i];if(null!==u)for(var f=this.bboxes,h=0,p=u;h<p.length;h+=1){var d=p[h];if(!c.box[d]){c.box[d]=!0;var g=4*d;if(this._circleAndRectCollide(l.x,l.y,l.radius,f[g+0],f[g+1],f[g+2],f[g+3])&&(!s||s(this.boxKeys[d])))return a.push(!0),!0}}var m=this.circleCells[i];if(null!==m)for(var v=this.circles,y=0,x=m;y<x.length;y+=1){var b=x[y];if(!c.circle[b]){c.circle[b]=!0;var _=3*b;if(this._circlesCollide(v[_],v[_+1],v[_+2],l.x,l.y,l.radius)&&(!s||s(this.circleKeys[b])))return a.push(!0),!0}}},Kt.prototype._forEachCell=function(t,e,r,n,i,a,o,s){for(var l=this._convertToXCellCoord(t),c=this._convertToYCellCoord(e),u=this._convertToXCellCoord(r),f=this._convertToYCellCoord(n),h=l;h<=u;h++)for(var p=c;p<=f;p++){var d=this.xCellCount*p+h;if(i.call(this,t,e,r,n,d,a,o,s))return}},Kt.prototype._convertToXCellCoord=function(t){return Math.max(0,Math.min(this.xCellCount-1,Math.floor(t*this.xScale)))},Kt.prototype._convertToYCellCoord=function(t){return Math.max(0,Math.min(this.yCellCount-1,Math.floor(t*this.yScale)))},Kt.prototype._circlesCollide=function(t,e,r,n,i,a){var o=n-t,s=i-e,l=r+a;return l*l>o*o+s*s},Kt.prototype._circleAndRectCollide=function(t,e,r,n,i,a,o){var s=(a-n)/2,l=Math.abs(t-(n+s));if(l>s+r)return!1;var c=(o-i)/2,u=Math.abs(e-(i+c));if(u>c+r)return!1;if(l<=s||u<=c)return!0;var f=l-s,h=u-c;return f*f+h*h<=r*r};var ce=new Float32Array([-1/0,-1/0,0,-1/0,-1/0,0,-1/0,-1/0,0,-1/0,-1/0,0]);function ue(t,e){for(var r=0;r<t;r++){var n=e.length;e.resize(n+4),e.float32.set(ce,3*n)}}function fe(t,e,r){var n=e[0],i=e[1];return t[0]=r[0]*n+r[4]*i+r[12],t[1]=r[1]*n+r[5]*i+r[13],t[3]=r[3]*n+r[7]*i+r[15],t}var he=function(t,e,r){void 0===e&&(e=new Kt(t.width+200,t.height+200,25)),void 0===r&&(r=new Kt(t.width+200,t.height+200,25)),this.transform=t,this.grid=e,this.ignoredGrid=r,this.pitchfactor=Math.cos(t._pitch)*t.cameraToCenterDistance,this.screenRightBoundary=t.width+100,this.screenBottomBoundary=t.height+100,this.gridRightBoundary=t.width+200,this.gridBottomBoundary=t.height+200};function pe(e,r,n){return r*(t.EXTENT/(e.tileSize*Math.pow(2,n-e.tileID.overscaledZ)))}he.prototype.placeCollisionBox=function(t,e,r,n,i){var a=this.projectAndGetPerspectiveRatio(n,t.anchorPointX,t.anchorPointY),o=r*a.perspectiveRatio,s=t.x1*o+a.point.x,l=t.y1*o+a.point.y,c=t.x2*o+a.point.x,u=t.y2*o+a.point.y;return!this.isInsideGrid(s,l,c,u)||!e&&this.grid.hitTest(s,l,c,u,i)?{box:[],offscreen:!1}:{box:[s,l,c,u],offscreen:this.isOffscreen(s,l,c,u)}},he.prototype.placeCollisionCircles=function(e,r,n,i,a,o,s,l,c,u,f,h,p){var d=[],g=new t.Point(r.anchorX,r.anchorY),m=te(g,o),v=ee(this.transform.cameraToCenterDistance,m.signedDistanceFromCamera),y=(u?a/v:a*v)/t.ONE_EM,x=te(g,s).point,b=ie(y,i,r.lineOffsetX*y,r.lineOffsetY*y,!1,x,g,r,n,s,{}),_=!1,w=!1,T=!0;if(b){for(var k=.5*h*v+p,A=new t.Point(-100,-100),M=new t.Point(this.screenRightBoundary,this.screenBottomBoundary),S=new Jt,E=b.first,L=b.last,C=[],P=E.path.length-1;P>=1;P--)C.push(E.path[P]);for(var I=1;I<L.path.length;I++)C.push(L.path[I]);var O=2.5*k;if(l){var z=C.map((function(t){return te(t,l)}));C=z.some((function(t){return t.signedDistanceFromCamera<=0}))?[]:z.map((function(t){return t.point}))}var D=[];if(C.length>0){for(var R=C[0].clone(),F=C[0].clone(),B=1;B<C.length;B++)R.x=Math.min(R.x,C[B].x),R.y=Math.min(R.y,C[B].y),F.x=Math.max(F.x,C[B].x),F.y=Math.max(F.y,C[B].y);D=R.x>=A.x&&F.x<=M.x&&R.y>=A.y&&F.y<=M.y?[C]:F.x<A.x||R.x>M.x||F.y<A.y||R.y>M.y?[]:t.clipLine([C],A.x,A.y,M.x,M.y)}for(var N=0,j=D;N<j.length;N+=1){var U=j[N];S.reset(U,.25*k);var V=0;V=S.length<=.5*k?1:Math.ceil(S.paddedLength/O)+1;for(var H=0;H<V;H++){var q=H/Math.max(V-1,1),G=S.lerp(q),Y=G.x+100,W=G.y+100;d.push(Y,W,k,0);var X=Y-k,Z=W-k,J=Y+k,K=W+k;if(T=T&&this.isOffscreen(X,Z,J,K),w=w||this.isInsideGrid(X,Z,J,K),!e&&this.grid.hitTestCircle(Y,W,k,f)&&(_=!0,!c))return{circles:[],offscreen:!1,collisionDetected:_}}}}return{circles:!c&&_||!w?[]:d,offscreen:T,collisionDetected:_}},he.prototype.queryRenderedSymbols=function(e){if(0===e.length||0===this.grid.keysLength()&&0===this.ignoredGrid.keysLength())return{};for(var r=[],n=1/0,i=1/0,a=-1/0,o=-1/0,s=0,l=e;s<l.length;s+=1){var c=l[s],u=new t.Point(c.x+100,c.y+100);n=Math.min(n,u.x),i=Math.min(i,u.y),a=Math.max(a,u.x),o=Math.max(o,u.y),r.push(u)}for(var f={},h={},p=0,d=this.grid.query(n,i,a,o).concat(this.ignoredGrid.query(n,i,a,o));p<d.length;p+=1){var g=d[p],m=g.key;if(void 0===f[m.bucketInstanceId]&&(f[m.bucketInstanceId]={}),!f[m.bucketInstanceId][m.featureIndex]){var v=[new t.Point(g.x1,g.y1),new t.Point(g.x2,g.y1),new t.Point(g.x2,g.y2),new t.Point(g.x1,g.y2)];t.polygonIntersectsPolygon(r,v)&&(f[m.bucketInstanceId][m.featureIndex]=!0,void 0===h[m.bucketInstanceId]&&(h[m.bucketInstanceId]=[]),h[m.bucketInstanceId].push(m.featureIndex))}}return h},he.prototype.insertCollisionBox=function(t,e,r,n,i){var a={bucketInstanceId:r,featureIndex:n,collisionGroupID:i};(e?this.ignoredGrid:this.grid).insert(a,t[0],t[1],t[2],t[3])},he.prototype.insertCollisionCircles=function(t,e,r,n,i){for(var a=e?this.ignoredGrid:this.grid,o={bucketInstanceId:r,featureIndex:n,collisionGroupID:i},s=0;s<t.length;s+=4)a.insertCircle(o,t[s],t[s+1],t[s+2])},he.prototype.projectAndGetPerspectiveRatio=function(e,r,n){var i=[r,n,0,1];return fe(i,i,e),{point:new t.Point((i[0]/i[3]+1)/2*this.transform.width+100,(-i[1]/i[3]+1)/2*this.transform.height+100),perspectiveRatio:.5+this.transform.cameraToCenterDistance/i[3]*.5}},he.prototype.isOffscreen=function(t,e,r,n){return r<100||t>=this.screenRightBoundary||n<100||e>this.screenBottomBoundary},he.prototype.isInsideGrid=function(t,e,r,n){return r>=0&&t<this.gridRightBoundary&&n>=0&&e<this.gridBottomBoundary},he.prototype.getViewportMatrix=function(){var e=t.identity([]);return t.translate(e,e,[-100,-100,0]),e};var de=function(t,e,r,n){this.opacity=t?Math.max(0,Math.min(1,t.opacity+(t.placed?e:-e))):n&&r?1:0,this.placed=r};de.prototype.isHidden=function(){return 0===this.opacity&&!this.placed};var ge=function(t,e,r,n,i){this.text=new de(t?t.text:null,e,r,i),this.icon=new de(t?t.icon:null,e,n,i)};ge.prototype.isHidden=function(){return this.text.isHidden()&&this.icon.isHidden()};var me=function(t,e,r){this.text=t,this.icon=e,this.skipFade=r},ve=function(){this.invProjMatrix=t.create(),this.viewportMatrix=t.create(),this.circles=[]},ye=function(t,e,r,n,i){this.bucketInstanceId=t,this.featureIndex=e,this.sourceLayerIndex=r,this.bucketIndex=n,this.tileID=i},xe=function(t){this.crossSourceCollisions=t,this.maxGroupID=0,this.collisionGroups={}};function be(e,r,n,i,a){var o=t.getAnchorAlignment(e),s=-(o.horizontalAlign-.5)*r,l=-(o.verticalAlign-.5)*n,c=t.evaluateVariableOffset(e,i);return new t.Point(s+c[0]*a,l+c[1]*a)}function _e(e,r,n,i,a,o){var s=e.x1,l=e.x2,c=e.y1,u=e.y2,f=e.anchorPointX,h=e.anchorPointY,p=new t.Point(r,n);return i&&p._rotate(a?o:-o),{x1:s+p.x,y1:c+p.y,x2:l+p.x,y2:u+p.y,anchorPointX:f,anchorPointY:h}}xe.prototype.get=function(t){if(this.crossSourceCollisions)return{ID:0,predicate:null};if(!this.collisionGroups[t]){var e=++this.maxGroupID;this.collisionGroups[t]={ID:e,predicate:function(t){return t.collisionGroupID===e}}}return this.collisionGroups[t]};var we=function(t,e,r,n){this.transform=t.clone(),this.collisionIndex=new he(this.transform),this.placements={},this.opacities={},this.variableOffsets={},this.stale=!1,this.commitTime=0,this.fadeDuration=e,this.retainedQueryData={},this.collisionGroups=new xe(r),this.collisionCircleArrays={},this.prevPlacement=n,n&&(n.prevPlacement=void 0),this.placedOrientations={}};function Te(t,e,r,n,i){t.emplaceBack(e?1:0,r?1:0,n||0,i||0),t.emplaceBack(e?1:0,r?1:0,n||0,i||0),t.emplaceBack(e?1:0,r?1:0,n||0,i||0),t.emplaceBack(e?1:0,r?1:0,n||0,i||0)}we.prototype.getBucketParts=function(e,r,n,i){var a=n.getBucket(r),o=n.latestFeatureIndex;if(a&&o&&r.id===a.layerIds[0]){var s=n.collisionBoxArray,l=a.layers[0].layout,c=Math.pow(2,this.transform.zoom-n.tileID.overscaledZ),u=n.tileSize/t.EXTENT,f=this.transform.calculatePosMatrix(n.tileID.toUnwrapped()),h=\"map\"===l.get(\"text-pitch-alignment\"),p=\"map\"===l.get(\"text-rotation-alignment\"),d=pe(n,1,this.transform.zoom),g=Qt(f,h,p,this.transform,d),m=null;if(h){var v=$t(f,h,p,this.transform,d);m=t.multiply([],this.transform.labelPlaneMatrix,v)}this.retainedQueryData[a.bucketInstanceId]=new ye(a.bucketInstanceId,o,a.sourceLayerIndex,a.index,n.tileID);var y={bucket:a,layout:l,posMatrix:f,textLabelPlaneMatrix:g,labelToScreenMatrix:m,scale:c,textPixelRatio:u,holdingForFade:n.holdingForFade(),collisionBoxArray:s,partiallyEvaluatedTextSize:t.evaluateSizeForZoom(a.textSizeData,this.transform.zoom),collisionGroup:this.collisionGroups.get(a.sourceID)};if(i)for(var x=0,b=a.sortKeyRanges;x<b.length;x+=1){var _=b[x],w=_.sortKey,T=_.symbolInstanceStart,k=_.symbolInstanceEnd;e.push({sortKey:w,symbolInstanceStart:T,symbolInstanceEnd:k,parameters:y})}else e.push({symbolInstanceStart:0,symbolInstanceEnd:a.symbolInstances.length,parameters:y})}},we.prototype.attemptAnchorPlacement=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d){var g,m=[f.textOffset0,f.textOffset1],v=be(t,r,n,m,i),y=this.collisionIndex.placeCollisionBox(_e(e,v.x,v.y,a,o,this.transform.angle),u,s,l,c.predicate);if(d&&0===this.collisionIndex.placeCollisionBox(_e(d,v.x,v.y,a,o,this.transform.angle),u,s,l,c.predicate).box.length)return;if(y.box.length>0)return this.prevPlacement&&this.prevPlacement.variableOffsets[f.crossTileID]&&this.prevPlacement.placements[f.crossTileID]&&this.prevPlacement.placements[f.crossTileID].text&&(g=this.prevPlacement.variableOffsets[f.crossTileID].anchor),this.variableOffsets[f.crossTileID]={textOffset:m,width:r,height:n,anchor:t,textBoxScale:i,prevAnchor:g},this.markUsedJustification(h,t,f,p),h.allowVerticalPlacement&&(this.markUsedOrientation(h,p,f),this.placedOrientations[f.crossTileID]=p),{shift:v,placedGlyphBoxes:y}},we.prototype.placeLayerBucketPart=function(e,r,n){var i=this,a=e.parameters,o=a.bucket,s=a.layout,l=a.posMatrix,c=a.textLabelPlaneMatrix,u=a.labelToScreenMatrix,f=a.textPixelRatio,h=a.holdingForFade,p=a.collisionBoxArray,d=a.partiallyEvaluatedTextSize,g=a.collisionGroup,m=s.get(\"text-optional\"),v=s.get(\"icon-optional\"),y=s.get(\"text-allow-overlap\"),x=s.get(\"icon-allow-overlap\"),b=\"map\"===s.get(\"text-rotation-alignment\"),_=\"map\"===s.get(\"text-pitch-alignment\"),w=\"none\"!==s.get(\"icon-text-fit\"),T=\"viewport-y\"===s.get(\"symbol-z-order\"),k=y&&(x||!o.hasIconData()||v),A=x&&(y||!o.hasTextData()||m);!o.collisionArrays&&p&&o.deserializeCollisionBoxes(p);var M=function(e,a){if(!r[e.crossTileID])if(h)i.placements[e.crossTileID]=new me(!1,!1,!1);else{var p,T=!1,M=!1,S=!0,E=null,L={box:null,offscreen:null},C={box:null,offscreen:null},P=null,I=null,O=0,z=0,D=0;a.textFeatureIndex?O=a.textFeatureIndex:e.useRuntimeCollisionCircles&&(O=e.featureIndex),a.verticalTextFeatureIndex&&(z=a.verticalTextFeatureIndex);var R=a.textBox;if(R){var F=function(r){var n=t.WritingMode.horizontal;if(o.allowVerticalPlacement&&!r&&i.prevPlacement){var a=i.prevPlacement.placedOrientations[e.crossTileID];a&&(i.placedOrientations[e.crossTileID]=a,n=a,i.markUsedOrientation(o,n,e))}return n},B=function(r,n){if(o.allowVerticalPlacement&&e.numVerticalGlyphVertices>0&&a.verticalTextBox)for(var i=0,s=o.writingModes;i<s.length;i+=1){if(s[i]===t.WritingMode.vertical?(L=n(),C=L):L=r(),L&&L.box&&L.box.length)break}else L=r()};if(s.get(\"text-variable-anchor\")){var N=s.get(\"text-variable-anchor\");if(i.prevPlacement&&i.prevPlacement.variableOffsets[e.crossTileID]){var j=i.prevPlacement.variableOffsets[e.crossTileID];N.indexOf(j.anchor)>0&&(N=N.filter((function(t){return t!==j.anchor}))).unshift(j.anchor)}var U=function(t,r,n){for(var a=t.x2-t.x1,s=t.y2-t.y1,c=e.textBoxScale,u=w&&!x?r:null,h={box:[],offscreen:!1},p=y?2*N.length:N.length,d=0;d<p;++d){var m=N[d%N.length],v=d>=N.length,k=i.attemptAnchorPlacement(m,t,a,s,c,b,_,f,l,g,v,e,o,n,u);if(k&&(h=k.placedGlyphBoxes)&&h.box&&h.box.length){T=!0,E=k.shift;break}}return h};B((function(){return U(R,a.iconBox,t.WritingMode.horizontal)}),(function(){var r=a.verticalTextBox,n=L&&L.box&&L.box.length;return o.allowVerticalPlacement&&!n&&e.numVerticalGlyphVertices>0&&r?U(r,a.verticalIconBox,t.WritingMode.vertical):{box:null,offscreen:null}})),L&&(T=L.box,S=L.offscreen);var V=F(L&&L.box);if(!T&&i.prevPlacement){var H=i.prevPlacement.variableOffsets[e.crossTileID];H&&(i.variableOffsets[e.crossTileID]=H,i.markUsedJustification(o,H.anchor,e,V))}}else{var q=function(t,r){var n=i.collisionIndex.placeCollisionBox(t,y,f,l,g.predicate);return n&&n.box&&n.box.length&&(i.markUsedOrientation(o,r,e),i.placedOrientations[e.crossTileID]=r),n};B((function(){return q(R,t.WritingMode.horizontal)}),(function(){var r=a.verticalTextBox;return o.allowVerticalPlacement&&e.numVerticalGlyphVertices>0&&r?q(r,t.WritingMode.vertical):{box:null,offscreen:null}})),F(L&&L.box&&L.box.length)}}if(T=(p=L)&&p.box&&p.box.length>0,S=p&&p.offscreen,e.useRuntimeCollisionCircles){var G=o.text.placedSymbolArray.get(e.centerJustifiedTextSymbolIndex),Y=t.evaluateSizeForFeature(o.textSizeData,d,G),W=s.get(\"text-padding\"),X=e.collisionCircleDiameter;P=i.collisionIndex.placeCollisionCircles(y,G,o.lineVertexArray,o.glyphOffsetArray,Y,l,c,u,n,_,g.predicate,X,W),T=y||P.circles.length>0&&!P.collisionDetected,S=S&&P.offscreen}if(a.iconFeatureIndex&&(D=a.iconFeatureIndex),a.iconBox){var Z=function(t){var e=w&&E?_e(t,E.x,E.y,b,_,i.transform.angle):t;return i.collisionIndex.placeCollisionBox(e,x,f,l,g.predicate)};M=C&&C.box&&C.box.length&&a.verticalIconBox?(I=Z(a.verticalIconBox)).box.length>0:(I=Z(a.iconBox)).box.length>0,S=S&&I.offscreen}var J=m||0===e.numHorizontalGlyphVertices&&0===e.numVerticalGlyphVertices,K=v||0===e.numIconVertices;if(J||K?K?J||(M=M&&T):T=M&&T:M=T=M&&T,T&&p&&p.box&&(C&&C.box&&z?i.collisionIndex.insertCollisionBox(p.box,s.get(\"text-ignore-placement\"),o.bucketInstanceId,z,g.ID):i.collisionIndex.insertCollisionBox(p.box,s.get(\"text-ignore-placement\"),o.bucketInstanceId,O,g.ID)),M&&I&&i.collisionIndex.insertCollisionBox(I.box,s.get(\"icon-ignore-placement\"),o.bucketInstanceId,D,g.ID),P&&(T&&i.collisionIndex.insertCollisionCircles(P.circles,s.get(\"text-ignore-placement\"),o.bucketInstanceId,O,g.ID),n)){var Q=o.bucketInstanceId,$=i.collisionCircleArrays[Q];void 0===$&&($=i.collisionCircleArrays[Q]=new ve);for(var tt=0;tt<P.circles.length;tt+=4)$.circles.push(P.circles[tt+0]),$.circles.push(P.circles[tt+1]),$.circles.push(P.circles[tt+2]),$.circles.push(P.collisionDetected?1:0)}i.placements[e.crossTileID]=new me(T||k,M||A,S||o.justReloaded),r[e.crossTileID]=!0}};if(T)for(var S=o.getSortedSymbolIndexes(this.transform.angle),E=S.length-1;E>=0;--E){var L=S[E];M(o.symbolInstances.get(L),o.collisionArrays[L])}else for(var C=e.symbolInstanceStart;C<e.symbolInstanceEnd;C++)M(o.symbolInstances.get(C),o.collisionArrays[C]);if(n&&o.bucketInstanceId in this.collisionCircleArrays){var P=this.collisionCircleArrays[o.bucketInstanceId];t.invert(P.invProjMatrix,l),P.viewportMatrix=this.collisionIndex.getViewportMatrix()}o.justReloaded=!1},we.prototype.markUsedJustification=function(e,r,n,i){var a,o={left:n.leftJustifiedTextSymbolIndex,center:n.centerJustifiedTextSymbolIndex,right:n.rightJustifiedTextSymbolIndex};a=i===t.WritingMode.vertical?n.verticalPlacedTextSymbolIndex:o[t.getAnchorJustification(r)];for(var s=0,l=[n.leftJustifiedTextSymbolIndex,n.centerJustifiedTextSymbolIndex,n.rightJustifiedTextSymbolIndex,n.verticalPlacedTextSymbolIndex];s<l.length;s+=1){var c=l[s];c>=0&&(e.text.placedSymbolArray.get(c).crossTileID=a>=0&&c!==a?0:n.crossTileID)}},we.prototype.markUsedOrientation=function(e,r,n){for(var i=r===t.WritingMode.horizontal||r===t.WritingMode.horizontalOnly?r:0,a=r===t.WritingMode.vertical?r:0,o=0,s=[n.leftJustifiedTextSymbolIndex,n.centerJustifiedTextSymbolIndex,n.rightJustifiedTextSymbolIndex];o<s.length;o+=1){var l=s[o];e.text.placedSymbolArray.get(l).placedOrientation=i}n.verticalPlacedTextSymbolIndex&&(e.text.placedSymbolArray.get(n.verticalPlacedTextSymbolIndex).placedOrientation=a)},we.prototype.commit=function(t){this.commitTime=t,this.zoomAtLastRecencyCheck=this.transform.zoom;var e=this.prevPlacement,r=!1;this.prevZoomAdjustment=e?e.zoomAdjustment(this.transform.zoom):0;var n=e?e.symbolFadeChange(t):1,i=e?e.opacities:{},a=e?e.variableOffsets:{},o=e?e.placedOrientations:{};for(var s in this.placements){var l=this.placements[s],c=i[s];c?(this.opacities[s]=new ge(c,n,l.text,l.icon),r=r||l.text!==c.text.placed||l.icon!==c.icon.placed):(this.opacities[s]=new ge(null,n,l.text,l.icon,l.skipFade),r=r||l.text||l.icon)}for(var u in i){var f=i[u];if(!this.opacities[u]){var h=new ge(f,n,!1,!1);h.isHidden()||(this.opacities[u]=h,r=r||f.text.placed||f.icon.placed)}}for(var p in a)this.variableOffsets[p]||!this.opacities[p]||this.opacities[p].isHidden()||(this.variableOffsets[p]=a[p]);for(var d in o)this.placedOrientations[d]||!this.opacities[d]||this.opacities[d].isHidden()||(this.placedOrientations[d]=o[d]);r?this.lastPlacementChangeTime=t:\"number\"!=typeof this.lastPlacementChangeTime&&(this.lastPlacementChangeTime=e?e.lastPlacementChangeTime:t)},we.prototype.updateLayerOpacities=function(t,e){for(var r={},n=0,i=e;n<i.length;n+=1){var a=i[n],o=a.getBucket(t);o&&a.latestFeatureIndex&&t.id===o.layerIds[0]&&this.updateBucketOpacities(o,r,a.collisionBoxArray)}},we.prototype.updateBucketOpacities=function(e,r,n){var i=this;e.hasTextData()&&e.text.opacityVertexArray.clear(),e.hasIconData()&&e.icon.opacityVertexArray.clear(),e.hasIconCollisionBoxData()&&e.iconCollisionBox.collisionVertexArray.clear(),e.hasTextCollisionBoxData()&&e.textCollisionBox.collisionVertexArray.clear();var a=e.layers[0].layout,o=new ge(null,0,!1,!1,!0),s=a.get(\"text-allow-overlap\"),l=a.get(\"icon-allow-overlap\"),c=a.get(\"text-variable-anchor\"),u=\"map\"===a.get(\"text-rotation-alignment\"),f=\"map\"===a.get(\"text-pitch-alignment\"),h=\"none\"!==a.get(\"icon-text-fit\"),p=new ge(null,0,s&&(l||!e.hasIconData()||a.get(\"icon-optional\")),l&&(s||!e.hasTextData()||a.get(\"text-optional\")),!0);!e.collisionArrays&&n&&(e.hasIconCollisionBoxData()||e.hasTextCollisionBoxData())&&e.deserializeCollisionBoxes(n);for(var d=function(t,e,r){for(var n=0;n<e/4;n++)t.opacityVertexArray.emplaceBack(r)},g=function(n){var a=e.symbolInstances.get(n),s=a.numHorizontalGlyphVertices,l=a.numVerticalGlyphVertices,g=a.crossTileID,m=r[g],v=i.opacities[g];m?v=o:v||(v=p,i.opacities[g]=v),r[g]=!0;var y=s>0||l>0,x=a.numIconVertices>0,b=i.placedOrientations[a.crossTileID],_=b===t.WritingMode.vertical,w=b===t.WritingMode.horizontal||b===t.WritingMode.horizontalOnly;if(y){var T=Pe(v.text),k=_?Ie:T;d(e.text,s,k);var A=w?Ie:T;d(e.text,l,A);var M=v.text.isHidden();[a.rightJustifiedTextSymbolIndex,a.centerJustifiedTextSymbolIndex,a.leftJustifiedTextSymbolIndex].forEach((function(t){t>=0&&(e.text.placedSymbolArray.get(t).hidden=M||_?1:0)})),a.verticalPlacedTextSymbolIndex>=0&&(e.text.placedSymbolArray.get(a.verticalPlacedTextSymbolIndex).hidden=M||w?1:0);var S=i.variableOffsets[a.crossTileID];S&&i.markUsedJustification(e,S.anchor,a,b);var E=i.placedOrientations[a.crossTileID];E&&(i.markUsedJustification(e,\"left\",a,E),i.markUsedOrientation(e,E,a))}if(x){var L=Pe(v.icon),C=!(h&&a.verticalPlacedIconSymbolIndex&&_);if(a.placedIconSymbolIndex>=0){var P=C?L:Ie;d(e.icon,a.numIconVertices,P),e.icon.placedSymbolArray.get(a.placedIconSymbolIndex).hidden=v.icon.isHidden()}if(a.verticalPlacedIconSymbolIndex>=0){var I=C?Ie:L;d(e.icon,a.numVerticalIconVertices,I),e.icon.placedSymbolArray.get(a.verticalPlacedIconSymbolIndex).hidden=v.icon.isHidden()}}if(e.hasIconCollisionBoxData()||e.hasTextCollisionBoxData()){var O=e.collisionArrays[n];if(O){var z=new t.Point(0,0);if(O.textBox||O.verticalTextBox){var D=!0;if(c){var R=i.variableOffsets[g];R?(z=be(R.anchor,R.width,R.height,R.textOffset,R.textBoxScale),u&&z._rotate(f?i.transform.angle:-i.transform.angle)):D=!1}O.textBox&&Te(e.textCollisionBox.collisionVertexArray,v.text.placed,!D||_,z.x,z.y),O.verticalTextBox&&Te(e.textCollisionBox.collisionVertexArray,v.text.placed,!D||w,z.x,z.y)}var F=Boolean(!w&&O.verticalIconBox);O.iconBox&&Te(e.iconCollisionBox.collisionVertexArray,v.icon.placed,F,h?z.x:0,h?z.y:0),O.verticalIconBox&&Te(e.iconCollisionBox.collisionVertexArray,v.icon.placed,!F,h?z.x:0,h?z.y:0)}}},m=0;m<e.symbolInstances.length;m++)g(m);if(e.sortFeatures(this.transform.angle),this.retainedQueryData[e.bucketInstanceId]&&(this.retainedQueryData[e.bucketInstanceId].featureSortOrder=e.featureSortOrder),e.hasTextData()&&e.text.opacityVertexBuffer&&e.text.opacityVertexBuffer.updateData(e.text.opacityVertexArray),e.hasIconData()&&e.icon.opacityVertexBuffer&&e.icon.opacityVertexBuffer.updateData(e.icon.opacityVertexArray),e.hasIconCollisionBoxData()&&e.iconCollisionBox.collisionVertexBuffer&&e.iconCollisionBox.collisionVertexBuffer.updateData(e.iconCollisionBox.collisionVertexArray),e.hasTextCollisionBoxData()&&e.textCollisionBox.collisionVertexBuffer&&e.textCollisionBox.collisionVertexBuffer.updateData(e.textCollisionBox.collisionVertexArray),e.bucketInstanceId in this.collisionCircleArrays){var v=this.collisionCircleArrays[e.bucketInstanceId];e.placementInvProjMatrix=v.invProjMatrix,e.placementViewportMatrix=v.viewportMatrix,e.collisionCircleArray=v.circles,delete this.collisionCircleArrays[e.bucketInstanceId]}},we.prototype.symbolFadeChange=function(t){return 0===this.fadeDuration?1:(t-this.commitTime)/this.fadeDuration+this.prevZoomAdjustment},we.prototype.zoomAdjustment=function(t){return Math.max(0,(this.transform.zoom-t)/1.5)},we.prototype.hasTransitions=function(t){return this.stale||t-this.lastPlacementChangeTime<this.fadeDuration},we.prototype.stillRecent=function(t,e){var r=this.zoomAtLastRecencyCheck===e?1-this.zoomAdjustment(e):1;return this.zoomAtLastRecencyCheck=e,this.commitTime+this.fadeDuration*r>t},we.prototype.setStale=function(){this.stale=!0};var ke=Math.pow(2,25),Ae=Math.pow(2,24),Me=Math.pow(2,17),Se=Math.pow(2,16),Ee=Math.pow(2,9),Le=Math.pow(2,8),Ce=Math.pow(2,1);function Pe(t){if(0===t.opacity&&!t.placed)return 0;if(1===t.opacity&&t.placed)return 4294967295;var e=t.placed?1:0,r=Math.floor(127*t.opacity);return r*ke+e*Ae+r*Me+e*Se+r*Ee+e*Le+r*Ce+e}var Ie=0,Oe=function(t){this._sortAcrossTiles=\"viewport-y\"!==t.layout.get(\"symbol-z-order\")&&void 0!==t.layout.get(\"symbol-sort-key\").constantOr(1),this._currentTileIndex=0,this._currentPartIndex=0,this._seenCrossTileIDs={},this._bucketParts=[]};Oe.prototype.continuePlacement=function(t,e,r,n,i){for(var a=this._bucketParts;this._currentTileIndex<t.length;){var o=t[this._currentTileIndex];if(e.getBucketParts(a,n,o,this._sortAcrossTiles),this._currentTileIndex++,i())return!0}for(this._sortAcrossTiles&&(this._sortAcrossTiles=!1,a.sort((function(t,e){return t.sortKey-e.sortKey})));this._currentPartIndex<a.length;){var s=a[this._currentPartIndex];if(e.placeLayerBucketPart(s,this._seenCrossTileIDs,r),this._currentPartIndex++,i())return!0}return!1};var ze=function(t,e,r,n,i,a,o){this.placement=new we(t,i,a,o),this._currentPlacementIndex=e.length-1,this._forceFullPlacement=r,this._showCollisionBoxes=n,this._done=!1};ze.prototype.isDone=function(){return this._done},ze.prototype.continuePlacement=function(e,r,n){for(var i=this,a=t.browser.now(),o=function(){var e=t.browser.now()-a;return!i._forceFullPlacement&&e>2};this._currentPlacementIndex>=0;){var s=r[e[this._currentPlacementIndex]],l=this.placement.collisionIndex.transform.zoom;if(\"symbol\"===s.type&&(!s.minzoom||s.minzoom<=l)&&(!s.maxzoom||s.maxzoom>l)){if(this._inProgressLayer||(this._inProgressLayer=new Oe(s)),this._inProgressLayer.continuePlacement(n[s.source],this.placement,this._showCollisionBoxes,s,o))return;delete this._inProgressLayer}this._currentPlacementIndex--}this._done=!0},ze.prototype.commit=function(t){return this.placement.commit(t),this.placement};var De=512/t.EXTENT/2,Re=function(t,e,r){this.tileID=t,this.indexedSymbolInstances={},this.bucketInstanceId=r;for(var n=0;n<e.length;n++){var i=e.get(n),a=i.key;this.indexedSymbolInstances[a]||(this.indexedSymbolInstances[a]=[]),this.indexedSymbolInstances[a].push({crossTileID:i.crossTileID,coord:this.getScaledCoordinates(i,t)})}};Re.prototype.getScaledCoordinates=function(e,r){var n=r.canonical.z-this.tileID.canonical.z,i=De/Math.pow(2,n);return{x:Math.floor((r.canonical.x*t.EXTENT+e.anchorX)*i),y:Math.floor((r.canonical.y*t.EXTENT+e.anchorY)*i)}},Re.prototype.findMatches=function(t,e,r){for(var n=this.tileID.canonical.z<e.canonical.z?1:Math.pow(2,this.tileID.canonical.z-e.canonical.z),i=0;i<t.length;i++){var a=t.get(i);if(!a.crossTileID){var o=this.indexedSymbolInstances[a.key];if(o)for(var s=this.getScaledCoordinates(a,e),l=0,c=o;l<c.length;l+=1){var u=c[l];if(Math.abs(u.coord.x-s.x)<=n&&Math.abs(u.coord.y-s.y)<=n&&!r[u.crossTileID]){r[u.crossTileID]=!0,a.crossTileID=u.crossTileID;break}}}}};var Fe=function(){this.maxCrossTileID=0};Fe.prototype.generate=function(){return++this.maxCrossTileID};var Be=function(){this.indexes={},this.usedCrossTileIDs={},this.lng=0};Be.prototype.handleWrapJump=function(t){var e=Math.round((t-this.lng)/360);if(0!==e)for(var r in this.indexes){var n=this.indexes[r],i={};for(var a in n){var o=n[a];o.tileID=o.tileID.unwrapTo(o.tileID.wrap+e),i[o.tileID.key]=o}this.indexes[r]=i}this.lng=t},Be.prototype.addBucket=function(t,e,r){if(this.indexes[t.overscaledZ]&&this.indexes[t.overscaledZ][t.key]){if(this.indexes[t.overscaledZ][t.key].bucketInstanceId===e.bucketInstanceId)return!1;this.removeBucketCrossTileIDs(t.overscaledZ,this.indexes[t.overscaledZ][t.key])}for(var n=0;n<e.symbolInstances.length;n++){e.symbolInstances.get(n).crossTileID=0}this.usedCrossTileIDs[t.overscaledZ]||(this.usedCrossTileIDs[t.overscaledZ]={});var i=this.usedCrossTileIDs[t.overscaledZ];for(var a in this.indexes){var o=this.indexes[a];if(Number(a)>t.overscaledZ)for(var s in o){var l=o[s];l.tileID.isChildOf(t)&&l.findMatches(e.symbolInstances,t,i)}else{var c=o[t.scaledTo(Number(a)).key];c&&c.findMatches(e.symbolInstances,t,i)}}for(var u=0;u<e.symbolInstances.length;u++){var f=e.symbolInstances.get(u);f.crossTileID||(f.crossTileID=r.generate(),i[f.crossTileID]=!0)}return void 0===this.indexes[t.overscaledZ]&&(this.indexes[t.overscaledZ]={}),this.indexes[t.overscaledZ][t.key]=new Re(t,e.symbolInstances,e.bucketInstanceId),!0},Be.prototype.removeBucketCrossTileIDs=function(t,e){for(var r in e.indexedSymbolInstances)for(var n=0,i=e.indexedSymbolInstances[r];n<i.length;n+=1){var a=i[n];delete this.usedCrossTileIDs[t][a.crossTileID]}},Be.prototype.removeStaleBuckets=function(t){var e=!1;for(var r in this.indexes){var n=this.indexes[r];for(var i in n)t[n[i].bucketInstanceId]||(this.removeBucketCrossTileIDs(r,n[i]),delete n[i],e=!0)}return e};var Ne=function(){this.layerIndexes={},this.crossTileIDs=new Fe,this.maxBucketInstanceId=0,this.bucketsInCurrentPlacement={}};Ne.prototype.addLayer=function(t,e,r){var n=this.layerIndexes[t.id];void 0===n&&(n=this.layerIndexes[t.id]=new Be);var i=!1,a={};n.handleWrapJump(r);for(var o=0,s=e;o<s.length;o+=1){var l=s[o],c=l.getBucket(t);c&&t.id===c.layerIds[0]&&(c.bucketInstanceId||(c.bucketInstanceId=++this.maxBucketInstanceId),n.addBucket(l.tileID,c,this.crossTileIDs)&&(i=!0),a[c.bucketInstanceId]=!0)}return n.removeStaleBuckets(a)&&(i=!0),i},Ne.prototype.pruneUnusedLayers=function(t){var e={};for(var r in t.forEach((function(t){e[t]=!0})),this.layerIndexes)e[r]||delete this.layerIndexes[r]};var je=function(e,r){return t.emitValidationErrors(e,r&&r.filter((function(t){return\"source.canvas\"!==t.identifier})))},Ue=t.pick(Ut,[\"addLayer\",\"removeLayer\",\"setPaintProperty\",\"setLayoutProperty\",\"setFilter\",\"addSource\",\"removeSource\",\"setLayerZoomRange\",\"setLight\",\"setTransition\",\"setGeoJSONSourceData\"]),Ve=t.pick(Ut,[\"setCenter\",\"setZoom\",\"setBearing\",\"setPitch\"]),He=function(){var e={},r=t.styleSpec.$version;for(var n in t.styleSpec.$root){var i=t.styleSpec.$root[n];if(i.required){var a=null;null!=(a=\"version\"===n?r:\"array\"===i.type?[]:{})&&(e[n]=a)}}return e}(),qe=function(e){function r(n,i){var a=this;void 0===i&&(i={}),e.call(this),this.map=n,this.dispatcher=new k(Bt(),this),this.imageManager=new h,this.imageManager.setEventedParent(this),this.glyphManager=new x(n._requestManager,i.localIdeographFontFamily),this.lineAtlas=new T(256,512),this.crossTileSymbolIndex=new Ne,this._layers={},this._serializedLayers={},this._order=[],this.sourceCaches={},this.zoomHistory=new t.ZoomHistory,this._loaded=!1,this._availableImages=[],this._resetUpdates(),this.dispatcher.broadcast(\"setReferrer\",t.getReferrer());var o=this;this._rtlTextPluginCallback=r.registerForPluginStateChange((function(e){var r={pluginStatus:e.pluginStatus,pluginURL:e.pluginURL};o.dispatcher.broadcast(\"syncRTLPluginState\",r,(function(e,r){if((t.triggerPluginCompletionEvent(e),r)&&r.every((function(t){return t})))for(var n in o.sourceCaches)o.sourceCaches[n].reload()}))})),this.on(\"data\",(function(t){if(\"source\"===t.dataType&&\"metadata\"===t.sourceDataType){var e=a.sourceCaches[t.sourceId];if(e){var r=e.getSource();if(r&&r.vectorLayerIds)for(var n in a._layers){var i=a._layers[n];i.source===r.id&&a._validateLayer(i)}}}}))}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.loadURL=function(e,r){var n=this;void 0===r&&(r={}),this.fire(new t.Event(\"dataloading\",{dataType:\"style\"}));var i=\"boolean\"==typeof r.validate?r.validate:!t.isMapboxURL(e);e=this.map._requestManager.normalizeStyleURL(e,r.accessToken);var a=this.map._requestManager.transformRequest(e,t.ResourceType.Style);this._request=t.getJSON(a,(function(e,r){n._request=null,e?n.fire(new t.ErrorEvent(e)):r&&n._load(r,i)}))},r.prototype.loadJSON=function(e,r){var n=this;void 0===r&&(r={}),this.fire(new t.Event(\"dataloading\",{dataType:\"style\"})),this._request=t.browser.frame((function(){n._request=null,n._load(e,!1!==r.validate)}))},r.prototype.loadEmpty=function(){this.fire(new t.Event(\"dataloading\",{dataType:\"style\"})),this._load(He,!1)},r.prototype._load=function(e,r){if(!r||!je(this,t.validateStyle(e))){for(var n in this._loaded=!0,this.stylesheet=e,e.sources)this.addSource(n,e.sources[n],{validate:!1});e.sprite?this._loadSprite(e.sprite):this.imageManager.setLoaded(!0),this.glyphManager.setURL(e.glyphs);var i=jt(this.stylesheet.layers);this._order=i.map((function(t){return t.id})),this._layers={},this._serializedLayers={};for(var a=0,o=i;a<o.length;a+=1){var s=o[a];(s=t.createStyleLayer(s)).setEventedParent(this,{layer:{id:s.id}}),this._layers[s.id]=s,this._serializedLayers[s.id]=s.serialize()}this.dispatcher.broadcast(\"setLayers\",this._serializeLayers(this._order)),this.light=new w(this.stylesheet.light),this.fire(new t.Event(\"data\",{dataType:\"style\"})),this.fire(new t.Event(\"style.load\"))}},r.prototype._loadSprite=function(e){var r=this;this._spriteRequest=function(e,r,n){var i,a,o,s=t.browser.devicePixelRatio>1?\"@2x\":\"\",l=t.getJSON(r.transformRequest(r.normalizeSpriteURL(e,s,\".json\"),t.ResourceType.SpriteJSON),(function(t,e){l=null,o||(o=t,i=e,u())})),c=t.getImage(r.transformRequest(r.normalizeSpriteURL(e,s,\".png\"),t.ResourceType.SpriteImage),(function(t,e){c=null,o||(o=t,a=e,u())}));function u(){if(o)n(o);else if(i&&a){var e=t.browser.getImageData(a),r={};for(var s in i){var l=i[s],c=l.width,u=l.height,f=l.x,h=l.y,p=l.sdf,d=l.pixelRatio,g=l.stretchX,m=l.stretchY,v=l.content,y=new t.RGBAImage({width:c,height:u});t.RGBAImage.copy(e,y,{x:f,y:h},{x:0,y:0},{width:c,height:u}),r[s]={data:y,pixelRatio:d,sdf:p,stretchX:g,stretchY:m,content:v}}n(null,r)}}return{cancel:function(){l&&(l.cancel(),l=null),c&&(c.cancel(),c=null)}}}(e,this.map._requestManager,(function(e,n){if(r._spriteRequest=null,e)r.fire(new t.ErrorEvent(e));else if(n)for(var i in n)r.imageManager.addImage(i,n[i]);r.imageManager.setLoaded(!0),r._availableImages=r.imageManager.listImages(),r.dispatcher.broadcast(\"setImages\",r._availableImages),r.fire(new t.Event(\"data\",{dataType:\"style\"}))}))},r.prototype._validateLayer=function(e){var r=this.sourceCaches[e.source];if(r){var n=e.sourceLayer;if(n){var i=r.getSource();(\"geojson\"===i.type||i.vectorLayerIds&&-1===i.vectorLayerIds.indexOf(n))&&this.fire(new t.ErrorEvent(new Error('Source layer \"'+n+'\" does not exist on source \"'+i.id+'\" as specified by style layer \"'+e.id+'\"')))}}},r.prototype.loaded=function(){if(!this._loaded)return!1;if(Object.keys(this._updatedSources).length)return!1;for(var t in this.sourceCaches)if(!this.sourceCaches[t].loaded())return!1;return!!this.imageManager.isLoaded()},r.prototype._serializeLayers=function(t){for(var e=[],r=0,n=t;r<n.length;r+=1){var i=n[r],a=this._layers[i];\"custom\"!==a.type&&e.push(a.serialize())}return e},r.prototype.hasTransitions=function(){if(this.light&&this.light.hasTransition())return!0;for(var t in this.sourceCaches)if(this.sourceCaches[t].hasTransition())return!0;for(var e in this._layers)if(this._layers[e].hasTransition())return!0;return!1},r.prototype._checkLoaded=function(){if(!this._loaded)throw new Error(\"Style is not done loading\")},r.prototype.update=function(e){if(this._loaded){var r=this._changed;if(this._changed){var n=Object.keys(this._updatedLayers),i=Object.keys(this._removedLayers);for(var a in(n.length||i.length)&&this._updateWorkerLayers(n,i),this._updatedSources){var o=this._updatedSources[a];\"reload\"===o?this._reloadSource(a):\"clear\"===o&&this._clearSource(a)}for(var s in this._updateTilesForChangedImages(),this._updatedPaintProps)this._layers[s].updateTransitions(e);this.light.updateTransitions(e),this._resetUpdates()}for(var l in this.sourceCaches)this.sourceCaches[l].used=!1;for(var c=0,u=this._order;c<u.length;c+=1){var f=u[c],h=this._layers[f];h.recalculate(e,this._availableImages),!h.isHidden(e.zoom)&&h.source&&(this.sourceCaches[h.source].used=!0)}this.light.recalculate(e),this.z=e.zoom,r&&this.fire(new t.Event(\"data\",{dataType:\"style\"}))}},r.prototype._updateTilesForChangedImages=function(){var t=Object.keys(this._changedImages);if(t.length){for(var e in this.sourceCaches)this.sourceCaches[e].reloadTilesForDependencies([\"icons\",\"patterns\"],t);this._changedImages={}}},r.prototype._updateWorkerLayers=function(t,e){this.dispatcher.broadcast(\"updateLayers\",{layers:this._serializeLayers(t),removedIds:e})},r.prototype._resetUpdates=function(){this._changed=!1,this._updatedLayers={},this._removedLayers={},this._updatedSources={},this._updatedPaintProps={},this._changedImages={}},r.prototype.setState=function(e){var r=this;if(this._checkLoaded(),je(this,t.validateStyle(e)))return!1;(e=t.clone$1(e)).layers=jt(e.layers);var n=Zt(this.serialize(),e).filter((function(t){return!(t.command in Ve)}));if(0===n.length)return!1;var i=n.filter((function(t){return!(t.command in Ue)}));if(i.length>0)throw new Error(\"Unimplemented: \"+i.map((function(t){return t.command})).join(\", \")+\".\");return n.forEach((function(t){\"setTransition\"!==t.command&&r[t.command].apply(r,t.args)})),this.stylesheet=e,!0},r.prototype.addImage=function(e,r){if(this.getImage(e))return this.fire(new t.ErrorEvent(new Error(\"An image with this name already exists.\")));this.imageManager.addImage(e,r),this._availableImages=this.imageManager.listImages(),this._changedImages[e]=!0,this._changed=!0,this.fire(new t.Event(\"data\",{dataType:\"style\"}))},r.prototype.updateImage=function(t,e){this.imageManager.updateImage(t,e)},r.prototype.getImage=function(t){return this.imageManager.getImage(t)},r.prototype.removeImage=function(e){if(!this.getImage(e))return this.fire(new t.ErrorEvent(new Error(\"No image with this name exists.\")));this.imageManager.removeImage(e),this._availableImages=this.imageManager.listImages(),this._changedImages[e]=!0,this._changed=!0,this.fire(new t.Event(\"data\",{dataType:\"style\"}))},r.prototype.listImages=function(){return this._checkLoaded(),this.imageManager.listImages()},r.prototype.addSource=function(e,r,n){var i=this;if(void 0===n&&(n={}),this._checkLoaded(),void 0!==this.sourceCaches[e])throw new Error(\"There is already a source with this ID\");if(!r.type)throw new Error(\"The type property must be defined, but the only the following properties were given: \"+Object.keys(r).join(\", \")+\".\");if(!([\"vector\",\"raster\",\"geojson\",\"video\",\"image\"].indexOf(r.type)>=0)||!this._validate(t.validateStyle.source,\"sources.\"+e,r,null,n)){this.map&&this.map._collectResourceTiming&&(r.collectResourceTiming=!0);var a=this.sourceCaches[e]=new Ct(e,r,this.dispatcher);a.style=this,a.setEventedParent(this,(function(){return{isSourceLoaded:i.loaded(),source:a.serialize(),sourceId:e}})),a.onAdd(this.map),this._changed=!0}},r.prototype.removeSource=function(e){if(this._checkLoaded(),void 0===this.sourceCaches[e])throw new Error(\"There is no source with this ID\");for(var r in this._layers)if(this._layers[r].source===e)return this.fire(new t.ErrorEvent(new Error('Source \"'+e+'\" cannot be removed while layer \"'+r+'\" is using it.')));var n=this.sourceCaches[e];delete this.sourceCaches[e],delete this._updatedSources[e],n.fire(new t.Event(\"data\",{sourceDataType:\"metadata\",dataType:\"source\",sourceId:e})),n.setEventedParent(null),n.clearTiles(),n.onRemove&&n.onRemove(this.map),this._changed=!0},r.prototype.setGeoJSONSourceData=function(t,e){this._checkLoaded(),this.sourceCaches[t].getSource().setData(e),this._changed=!0},r.prototype.getSource=function(t){return this.sourceCaches[t]&&this.sourceCaches[t].getSource()},r.prototype.addLayer=function(e,r,n){void 0===n&&(n={}),this._checkLoaded();var i=e.id;if(this.getLayer(i))this.fire(new t.ErrorEvent(new Error('Layer with id \"'+i+'\" already exists on this map')));else{var a;if(\"custom\"===e.type){if(je(this,t.validateCustomStyleLayer(e)))return;a=t.createStyleLayer(e)}else{if(\"object\"==typeof e.source&&(this.addSource(i,e.source),e=t.clone$1(e),e=t.extend(e,{source:i})),this._validate(t.validateStyle.layer,\"layers.\"+i,e,{arrayIndex:-1},n))return;a=t.createStyleLayer(e),this._validateLayer(a),a.setEventedParent(this,{layer:{id:i}}),this._serializedLayers[a.id]=a.serialize()}var o=r?this._order.indexOf(r):this._order.length;if(r&&-1===o)this.fire(new t.ErrorEvent(new Error('Layer with id \"'+r+'\" does not exist on this map.')));else{if(this._order.splice(o,0,i),this._layerOrderChanged=!0,this._layers[i]=a,this._removedLayers[i]&&a.source&&\"custom\"!==a.type){var s=this._removedLayers[i];delete this._removedLayers[i],s.type!==a.type?this._updatedSources[a.source]=\"clear\":(this._updatedSources[a.source]=\"reload\",this.sourceCaches[a.source].pause())}this._updateLayer(a),a.onAdd&&a.onAdd(this.map)}}},r.prototype.moveLayer=function(e,r){if(this._checkLoaded(),this._changed=!0,this._layers[e]){if(e!==r){var n=this._order.indexOf(e);this._order.splice(n,1);var i=r?this._order.indexOf(r):this._order.length;r&&-1===i?this.fire(new t.ErrorEvent(new Error('Layer with id \"'+r+'\" does not exist on this map.'))):(this._order.splice(i,0,e),this._layerOrderChanged=!0)}}else this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot be moved.\")))},r.prototype.removeLayer=function(e){this._checkLoaded();var r=this._layers[e];if(r){r.setEventedParent(null);var n=this._order.indexOf(e);this._order.splice(n,1),this._layerOrderChanged=!0,this._changed=!0,this._removedLayers[e]=r,delete this._layers[e],delete this._serializedLayers[e],delete this._updatedLayers[e],delete this._updatedPaintProps[e],r.onRemove&&r.onRemove(this.map)}else this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot be removed.\")))},r.prototype.getLayer=function(t){return this._layers[t]},r.prototype.hasLayer=function(t){return t in this._layers},r.prototype.setLayerZoomRange=function(e,r,n){this._checkLoaded();var i=this.getLayer(e);i?i.minzoom===r&&i.maxzoom===n||(null!=r&&(i.minzoom=r),null!=n&&(i.maxzoom=n),this._updateLayer(i)):this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot have zoom extent.\")))},r.prototype.setFilter=function(e,r,n){void 0===n&&(n={}),this._checkLoaded();var i=this.getLayer(e);if(i){if(!t.deepEqual(i.filter,r))return null==r?(i.filter=void 0,void this._updateLayer(i)):void(this._validate(t.validateStyle.filter,\"layers.\"+i.id+\".filter\",r,null,n)||(i.filter=t.clone$1(r),this._updateLayer(i)))}else this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot be filtered.\")))},r.prototype.getFilter=function(e){return t.clone$1(this.getLayer(e).filter)},r.prototype.setLayoutProperty=function(e,r,n,i){void 0===i&&(i={}),this._checkLoaded();var a=this.getLayer(e);a?t.deepEqual(a.getLayoutProperty(r),n)||(a.setLayoutProperty(r,n,i),this._updateLayer(a)):this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot be styled.\")))},r.prototype.getLayoutProperty=function(e,r){var n=this.getLayer(e);if(n)return n.getLayoutProperty(r);this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style.\")))},r.prototype.setPaintProperty=function(e,r,n,i){void 0===i&&(i={}),this._checkLoaded();var a=this.getLayer(e);a?t.deepEqual(a.getPaintProperty(r),n)||(a.setPaintProperty(r,n,i)&&this._updateLayer(a),this._changed=!0,this._updatedPaintProps[e]=!0):this.fire(new t.ErrorEvent(new Error(\"The layer '\"+e+\"' does not exist in the map's style and cannot be styled.\")))},r.prototype.getPaintProperty=function(t,e){return this.getLayer(t).getPaintProperty(e)},r.prototype.setFeatureState=function(e,r){this._checkLoaded();var n=e.source,i=e.sourceLayer,a=this.sourceCaches[n];if(void 0!==a){var o=a.getSource().type;\"geojson\"===o&&i?this.fire(new t.ErrorEvent(new Error(\"GeoJSON sources cannot have a sourceLayer parameter.\"))):\"vector\"!==o||i?(void 0===e.id&&this.fire(new t.ErrorEvent(new Error(\"The feature id parameter must be provided.\"))),a.setFeatureState(i,e.id,r)):this.fire(new t.ErrorEvent(new Error(\"The sourceLayer parameter must be provided for vector source types.\")))}else this.fire(new t.ErrorEvent(new Error(\"The source '\"+n+\"' does not exist in the map's style.\")))},r.prototype.removeFeatureState=function(e,r){this._checkLoaded();var n=e.source,i=this.sourceCaches[n];if(void 0!==i){var a=i.getSource().type,o=\"vector\"===a?e.sourceLayer:void 0;\"vector\"!==a||o?r&&\"string\"!=typeof e.id&&\"number\"!=typeof e.id?this.fire(new t.ErrorEvent(new Error(\"A feature id is requred to remove its specific state property.\"))):i.removeFeatureState(o,e.id,r):this.fire(new t.ErrorEvent(new Error(\"The sourceLayer parameter must be provided for vector source types.\")))}else this.fire(new t.ErrorEvent(new Error(\"The source '\"+n+\"' does not exist in the map's style.\")))},r.prototype.getFeatureState=function(e){this._checkLoaded();var r=e.source,n=e.sourceLayer,i=this.sourceCaches[r];if(void 0!==i){if(\"vector\"!==i.getSource().type||n)return void 0===e.id&&this.fire(new t.ErrorEvent(new Error(\"The feature id parameter must be provided.\"))),i.getFeatureState(n,e.id);this.fire(new t.ErrorEvent(new Error(\"The sourceLayer parameter must be provided for vector source types.\")))}else this.fire(new t.ErrorEvent(new Error(\"The source '\"+r+\"' does not exist in the map's style.\")))},r.prototype.getTransition=function(){return t.extend({duration:300,delay:0},this.stylesheet&&this.stylesheet.transition)},r.prototype.serialize=function(){return t.filterObject({version:this.stylesheet.version,name:this.stylesheet.name,metadata:this.stylesheet.metadata,light:this.stylesheet.light,center:this.stylesheet.center,zoom:this.stylesheet.zoom,bearing:this.stylesheet.bearing,pitch:this.stylesheet.pitch,sprite:this.stylesheet.sprite,glyphs:this.stylesheet.glyphs,transition:this.stylesheet.transition,sources:t.mapObject(this.sourceCaches,(function(t){return t.serialize()})),layers:this._serializeLayers(this._order)},(function(t){return void 0!==t}))},r.prototype._updateLayer=function(t){this._updatedLayers[t.id]=!0,t.source&&!this._updatedSources[t.source]&&\"raster\"!==this.sourceCaches[t.source].getSource().type&&(this._updatedSources[t.source]=\"reload\",this.sourceCaches[t.source].pause()),this._changed=!0},r.prototype._flattenAndSortRenderedFeatures=function(t){for(var e=this,r=function(t){return\"fill-extrusion\"===e._layers[t].type},n={},i=[],a=this._order.length-1;a>=0;a--){var o=this._order[a];if(r(o)){n[o]=a;for(var s=0,l=t;s<l.length;s+=1){var c=l[s][o];if(c)for(var u=0,f=c;u<f.length;u+=1){var h=f[u];i.push(h)}}}}i.sort((function(t,e){return e.intersectionZ-t.intersectionZ}));for(var p=[],d=this._order.length-1;d>=0;d--){var g=this._order[d];if(r(g))for(var m=i.length-1;m>=0;m--){var v=i[m].feature;if(n[v.layer.id]<d)break;p.push(v),i.pop()}else for(var y=0,x=t;y<x.length;y+=1){var b=x[y][g];if(b)for(var _=0,w=b;_<w.length;_+=1){var T=w[_];p.push(T.feature)}}}return p},r.prototype.queryRenderedFeatures=function(e,r,n){r&&r.filter&&this._validate(t.validateStyle.filter,\"queryRenderedFeatures.filter\",r.filter,null,r);var i={};if(r&&r.layers){if(!Array.isArray(r.layers))return this.fire(new t.ErrorEvent(new Error(\"parameters.layers must be an Array.\"))),[];for(var a=0,o=r.layers;a<o.length;a+=1){var s=o[a],l=this._layers[s];if(!l)return this.fire(new t.ErrorEvent(new Error(\"The layer '\"+s+\"' does not exist in the map's style and cannot be queried for features.\"))),[];i[l.source]=!0}}var c=[];for(var u in r.availableImages=this._availableImages,this.sourceCaches)r.layers&&!i[u]||c.push(F(this.sourceCaches[u],this._layers,this._serializedLayers,e,r,n));return this.placement&&c.push(function(t,e,r,n,i,a,o){for(var s={},l=a.queryRenderedSymbols(n),c=[],u=0,f=Object.keys(l).map(Number);u<f.length;u+=1){var h=f[u];c.push(o[h])}c.sort(B);for(var p=function(){var r=g[d],n=r.featureIndex.lookupSymbolFeatures(l[r.bucketInstanceId],e,r.bucketIndex,r.sourceLayerIndex,i.filter,i.layers,i.availableImages,t);for(var a in n){var o=s[a]=s[a]||[],c=n[a];c.sort((function(t,e){var n=r.featureSortOrder;if(n){var i=n.indexOf(t.featureIndex);return n.indexOf(e.featureIndex)-i}return e.featureIndex-t.featureIndex}));for(var u=0,f=c;u<f.length;u+=1){var h=f[u];o.push(h)}}},d=0,g=c;d<g.length;d+=1)p();var m=function(e){s[e].forEach((function(n){var i=n.feature,a=t[e],o=r[a.source].getFeatureState(i.layer[\"source-layer\"],i.id);i.source=i.layer.source,i.layer[\"source-layer\"]&&(i.sourceLayer=i.layer[\"source-layer\"]),i.state=o}))};for(var v in s)m(v);return s}(this._layers,this._serializedLayers,this.sourceCaches,e,r,this.placement.collisionIndex,this.placement.retainedQueryData)),this._flattenAndSortRenderedFeatures(c)},r.prototype.querySourceFeatures=function(e,r){r&&r.filter&&this._validate(t.validateStyle.filter,\"querySourceFeatures.filter\",r.filter,null,r);var n=this.sourceCaches[e];return n?function(t,e){for(var r=t.getRenderableIds().map((function(e){return t.getTileByID(e)})),n=[],i={},a=0;a<r.length;a++){var o=r[a],s=o.tileID.canonical.key;i[s]||(i[s]=!0,o.querySourceFeatures(n,e))}return n}(n,r):[]},r.prototype.addSourceType=function(t,e,n){return r.getSourceType(t)?n(new Error('A source type called \"'+t+'\" already exists.')):(r.setSourceType(t,e),e.workerSourceURL?void this.dispatcher.broadcast(\"loadWorkerSource\",{name:t,url:e.workerSourceURL},n):n(null,null))},r.prototype.getLight=function(){return this.light.getLight()},r.prototype.setLight=function(e,r){void 0===r&&(r={}),this._checkLoaded();var n=this.light.getLight(),i=!1;for(var a in e)if(!t.deepEqual(e[a],n[a])){i=!0;break}if(i){var o={now:t.browser.now(),transition:t.extend({duration:300,delay:0},this.stylesheet.transition)};this.light.setLight(e,r),this.light.updateTransitions(o)}},r.prototype._validate=function(e,r,n,i,a){return void 0===a&&(a={}),(!a||!1!==a.validate)&&je(this,e.call(t.validateStyle,t.extend({key:r,style:this.serialize(),value:n,styleSpec:t.styleSpec},i)))},r.prototype._remove=function(){for(var e in this._request&&(this._request.cancel(),this._request=null),this._spriteRequest&&(this._spriteRequest.cancel(),this._spriteRequest=null),t.evented.off(\"pluginStateChange\",this._rtlTextPluginCallback),this._layers){this._layers[e].setEventedParent(null)}for(var r in this.sourceCaches)this.sourceCaches[r].clearTiles(),this.sourceCaches[r].setEventedParent(null);this.imageManager.setEventedParent(null),this.setEventedParent(null),this.dispatcher.remove()},r.prototype._clearSource=function(t){this.sourceCaches[t].clearTiles()},r.prototype._reloadSource=function(t){this.sourceCaches[t].resume(),this.sourceCaches[t].reload()},r.prototype._updateSources=function(t){for(var e in this.sourceCaches)this.sourceCaches[e].update(t)},r.prototype._generateCollisionBoxes=function(){for(var t in this.sourceCaches)this._reloadSource(t)},r.prototype._updatePlacement=function(e,r,n,i,a){void 0===a&&(a=!1);for(var o=!1,s=!1,l={},c=0,u=this._order;c<u.length;c+=1){var f=u[c],h=this._layers[f];if(\"symbol\"===h.type){if(!l[h.source]){var p=this.sourceCaches[h.source];l[h.source]=p.getRenderableIds(!0).map((function(t){return p.getTileByID(t)})).sort((function(t,e){return e.tileID.overscaledZ-t.tileID.overscaledZ||(t.tileID.isLessThan(e.tileID)?-1:1)}))}var d=this.crossTileSymbolIndex.addLayer(h,l[h.source],e.center.lng);o=o||d}}if(this.crossTileSymbolIndex.pruneUnusedLayers(this._order),((a=a||this._layerOrderChanged||0===n)||!this.pauseablePlacement||this.pauseablePlacement.isDone()&&!this.placement.stillRecent(t.browser.now(),e.zoom))&&(this.pauseablePlacement=new ze(e,this._order,a,r,n,i,this.placement),this._layerOrderChanged=!1),this.pauseablePlacement.isDone()?this.placement.setStale():(this.pauseablePlacement.continuePlacement(this._order,this._layers,l),this.pauseablePlacement.isDone()&&(this.placement=this.pauseablePlacement.commit(t.browser.now()),s=!0),o&&this.pauseablePlacement.placement.setStale()),s||o)for(var g=0,m=this._order;g<m.length;g+=1){var v=m[g],y=this._layers[v];\"symbol\"===y.type&&this.placement.updateLayerOpacities(y,l[y.source])}return!this.pauseablePlacement.isDone()||this.placement.hasTransitions(t.browser.now())},r.prototype._releaseSymbolFadeTiles=function(){for(var t in this.sourceCaches)this.sourceCaches[t].releaseSymbolFadeTiles()},r.prototype.getImages=function(t,e,r){this.imageManager.getImages(e.icons,r),this._updateTilesForChangedImages();var n=this.sourceCaches[e.source];n&&n.setDependencies(e.tileID.key,e.type,e.icons)},r.prototype.getGlyphs=function(t,e,r){this.glyphManager.getGlyphs(e.stacks,r)},r.prototype.getResource=function(e,r,n){return t.makeRequest(r,n)},r}(t.Evented);qe.getSourceType=function(t){return D[t]},qe.setSourceType=function(t,e){D[t]=e},qe.registerForPluginStateChange=t.registerForPluginStateChange;var Ge=t.createLayout([{name:\"a_pos\",type:\"Int16\",components:2}]),Ye=yr(\"#ifdef GL_ES\\nprecision mediump float;\\n#else\\n#if !defined(lowp)\\n#define lowp\\n#endif\\n#if !defined(mediump)\\n#define mediump\\n#endif\\n#if !defined(highp)\\n#define highp\\n#endif\\n#endif\",\"#ifdef GL_ES\\nprecision highp float;\\n#else\\n#if !defined(lowp)\\n#define lowp\\n#endif\\n#if !defined(mediump)\\n#define mediump\\n#endif\\n#if !defined(highp)\\n#define highp\\n#endif\\n#endif\\nvec2 unpack_float(const float packedValue) {int packedIntValue=int(packedValue);int v0=packedIntValue/256;return vec2(v0,packedIntValue-v0*256);}vec2 unpack_opacity(const float packedOpacity) {int intOpacity=int(packedOpacity)/2;return vec2(float(intOpacity)/127.0,mod(packedOpacity,2.0));}vec4 decode_color(const vec2 encodedColor) {return vec4(unpack_float(encodedColor[0])/255.0,unpack_float(encodedColor[1])/255.0\\n);}float unpack_mix_vec2(const vec2 packedValue,const float t) {return mix(packedValue[0],packedValue[1],t);}vec4 unpack_mix_color(const vec4 packedColors,const float t) {vec4 minColor=decode_color(vec2(packedColors[0],packedColors[1]));vec4 maxColor=decode_color(vec2(packedColors[2],packedColors[3]));return mix(minColor,maxColor,t);}vec2 get_pattern_pos(const vec2 pixel_coord_upper,const vec2 pixel_coord_lower,const vec2 pattern_size,const float tile_units_to_pixels,const vec2 pos) {vec2 offset=mod(mod(mod(pixel_coord_upper,pattern_size)*256.0,pattern_size)*256.0+pixel_coord_lower,pattern_size);return (tile_units_to_pixels*pos+offset)/pattern_size;}\"),We=yr(\"uniform vec4 u_color;uniform float u_opacity;void main() {gl_FragColor=u_color*u_opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"attribute vec2 a_pos;uniform mat4 u_matrix;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);}\"),Xe=yr(\"uniform vec2 u_pattern_tl_a;uniform vec2 u_pattern_br_a;uniform vec2 u_pattern_tl_b;uniform vec2 u_pattern_br_b;uniform vec2 u_texsize;uniform float u_mix;uniform float u_opacity;uniform sampler2D u_image;varying vec2 v_pos_a;varying vec2 v_pos_b;void main() {vec2 imagecoord=mod(v_pos_a,1.0);vec2 pos=mix(u_pattern_tl_a/u_texsize,u_pattern_br_a/u_texsize,imagecoord);vec4 color1=texture2D(u_image,pos);vec2 imagecoord_b=mod(v_pos_b,1.0);vec2 pos2=mix(u_pattern_tl_b/u_texsize,u_pattern_br_b/u_texsize,imagecoord_b);vec4 color2=texture2D(u_image,pos2);gl_FragColor=mix(color1,color2,u_mix)*u_opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_pattern_size_a;uniform vec2 u_pattern_size_b;uniform vec2 u_pixel_coord_upper;uniform vec2 u_pixel_coord_lower;uniform float u_scale_a;uniform float u_scale_b;uniform float u_tile_units_to_pixels;attribute vec2 a_pos;varying vec2 v_pos_a;varying vec2 v_pos_b;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);v_pos_a=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,u_scale_a*u_pattern_size_a,u_tile_units_to_pixels,a_pos);v_pos_b=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,u_scale_b*u_pattern_size_b,u_tile_units_to_pixels,a_pos);}\"),Ze=yr(\"varying vec3 v_data;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define mediump float radius\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define highp vec4 stroke_color\\n#pragma mapbox: define mediump float stroke_width\\n#pragma mapbox: define lowp float stroke_opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize mediump float radius\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize highp vec4 stroke_color\\n#pragma mapbox: initialize mediump float stroke_width\\n#pragma mapbox: initialize lowp float stroke_opacity\\nvec2 extrude=v_data.xy;float extrude_length=length(extrude);lowp float antialiasblur=v_data.z;float antialiased_blur=-max(blur,antialiasblur);float opacity_t=smoothstep(0.0,antialiased_blur,extrude_length-1.0);float color_t=stroke_width < 0.01 ? 0.0 : smoothstep(antialiased_blur,0.0,extrude_length-radius/(radius+stroke_width));gl_FragColor=opacity_t*mix(color*opacity,stroke_color*stroke_opacity,color_t);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform bool u_scale_with_map;uniform bool u_pitch_with_map;uniform vec2 u_extrude_scale;uniform lowp float u_device_pixel_ratio;uniform highp float u_camera_to_center_distance;attribute vec2 a_pos;varying vec3 v_data;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define mediump float radius\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define highp vec4 stroke_color\\n#pragma mapbox: define mediump float stroke_width\\n#pragma mapbox: define lowp float stroke_opacity\\nvoid main(void) {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize mediump float radius\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize highp vec4 stroke_color\\n#pragma mapbox: initialize mediump float stroke_width\\n#pragma mapbox: initialize lowp float stroke_opacity\\nvec2 extrude=vec2(mod(a_pos,2.0)*2.0-1.0);vec2 circle_center=floor(a_pos*0.5);if (u_pitch_with_map) {vec2 corner_position=circle_center;if (u_scale_with_map) {corner_position+=extrude*(radius+stroke_width)*u_extrude_scale;} else {vec4 projected_center=u_matrix*vec4(circle_center,0,1);corner_position+=extrude*(radius+stroke_width)*u_extrude_scale*(projected_center.w/u_camera_to_center_distance);}gl_Position=u_matrix*vec4(corner_position,0,1);} else {gl_Position=u_matrix*vec4(circle_center,0,1);if (u_scale_with_map) {gl_Position.xy+=extrude*(radius+stroke_width)*u_extrude_scale*u_camera_to_center_distance;} else {gl_Position.xy+=extrude*(radius+stroke_width)*u_extrude_scale*gl_Position.w;}}lowp float antialiasblur=1.0/u_device_pixel_ratio/(radius+stroke_width);v_data=vec3(extrude.x,extrude.y,antialiasblur);}\"),Je=yr(\"void main() {gl_FragColor=vec4(1.0);}\",\"attribute vec2 a_pos;uniform mat4 u_matrix;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);}\"),Ke=yr(\"uniform highp float u_intensity;varying vec2 v_extrude;\\n#pragma mapbox: define highp float weight\\n#define GAUSS_COEF 0.3989422804014327\\nvoid main() {\\n#pragma mapbox: initialize highp float weight\\nfloat d=-0.5*3.0*3.0*dot(v_extrude,v_extrude);float val=weight*u_intensity*GAUSS_COEF*exp(d);gl_FragColor=vec4(val,1.0,1.0,1.0);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform float u_extrude_scale;uniform float u_opacity;uniform float u_intensity;attribute vec2 a_pos;varying vec2 v_extrude;\\n#pragma mapbox: define highp float weight\\n#pragma mapbox: define mediump float radius\\nconst highp float ZERO=1.0/255.0/16.0;\\n#define GAUSS_COEF 0.3989422804014327\\nvoid main(void) {\\n#pragma mapbox: initialize highp float weight\\n#pragma mapbox: initialize mediump float radius\\nvec2 unscaled_extrude=vec2(mod(a_pos,2.0)*2.0-1.0);float S=sqrt(-2.0*log(ZERO/weight/u_intensity/GAUSS_COEF))/3.0;v_extrude=S*unscaled_extrude;vec2 extrude=v_extrude*radius*u_extrude_scale;vec4 pos=vec4(floor(a_pos*0.5)+extrude,0,1);gl_Position=u_matrix*pos;}\"),Qe=yr(\"uniform sampler2D u_image;uniform sampler2D u_color_ramp;uniform float u_opacity;varying vec2 v_pos;void main() {float t=texture2D(u_image,v_pos).r;vec4 color=texture2D(u_color_ramp,vec2(t,0.5));gl_FragColor=color*u_opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(0.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_world;attribute vec2 a_pos;varying vec2 v_pos;void main() {gl_Position=u_matrix*vec4(a_pos*u_world,0,1);v_pos.x=a_pos.x;v_pos.y=1.0-a_pos.y;}\"),$e=yr(\"varying float v_placed;varying float v_notUsed;void main() {float alpha=0.5;gl_FragColor=vec4(1.0,0.0,0.0,1.0)*alpha;if (v_placed > 0.5) {gl_FragColor=vec4(0.0,0.0,1.0,0.5)*alpha;}if (v_notUsed > 0.5) {gl_FragColor*=.1;}}\",\"attribute vec2 a_pos;attribute vec2 a_anchor_pos;attribute vec2 a_extrude;attribute vec2 a_placed;attribute vec2 a_shift;uniform mat4 u_matrix;uniform vec2 u_extrude_scale;uniform float u_camera_to_center_distance;varying float v_placed;varying float v_notUsed;void main() {vec4 projectedPoint=u_matrix*vec4(a_anchor_pos,0,1);highp float camera_to_anchor_distance=projectedPoint.w;highp float collision_perspective_ratio=clamp(0.5+0.5*(u_camera_to_center_distance/camera_to_anchor_distance),0.0,4.0);gl_Position=u_matrix*vec4(a_pos,0.0,1.0);gl_Position.xy+=(a_extrude+a_shift)*u_extrude_scale*gl_Position.w*collision_perspective_ratio;v_placed=a_placed.x;v_notUsed=a_placed.y;}\"),tr=yr(\"varying float v_radius;varying vec2 v_extrude;varying float v_perspective_ratio;varying float v_collision;void main() {float alpha=0.5*min(v_perspective_ratio,1.0);float stroke_radius=0.9*max(v_perspective_ratio,1.0);float distance_to_center=length(v_extrude);float distance_to_edge=abs(distance_to_center-v_radius);float opacity_t=smoothstep(-stroke_radius,0.0,-distance_to_edge);vec4 color=mix(vec4(0.0,0.0,1.0,0.5),vec4(1.0,0.0,0.0,1.0),v_collision);gl_FragColor=color*alpha*opacity_t;}\",\"attribute vec2 a_pos;attribute float a_radius;attribute vec2 a_flags;uniform mat4 u_matrix;uniform mat4 u_inv_matrix;uniform vec2 u_viewport_size;uniform float u_camera_to_center_distance;varying float v_radius;varying vec2 v_extrude;varying float v_perspective_ratio;varying float v_collision;vec3 toTilePosition(vec2 screenPos) {vec4 rayStart=u_inv_matrix*vec4(screenPos,-1.0,1.0);vec4 rayEnd  =u_inv_matrix*vec4(screenPos, 1.0,1.0);rayStart.xyz/=rayStart.w;rayEnd.xyz  /=rayEnd.w;highp float t=(0.0-rayStart.z)/(rayEnd.z-rayStart.z);return mix(rayStart.xyz,rayEnd.xyz,t);}void main() {vec2 quadCenterPos=a_pos;float radius=a_radius;float collision=a_flags.x;float vertexIdx=a_flags.y;vec2 quadVertexOffset=vec2(mix(-1.0,1.0,float(vertexIdx >=2.0)),mix(-1.0,1.0,float(vertexIdx >=1.0 && vertexIdx <=2.0)));vec2 quadVertexExtent=quadVertexOffset*radius;vec3 tilePos=toTilePosition(quadCenterPos);vec4 clipPos=u_matrix*vec4(tilePos,1.0);highp float camera_to_anchor_distance=clipPos.w;highp float collision_perspective_ratio=clamp(0.5+0.5*(u_camera_to_center_distance/camera_to_anchor_distance),0.0,4.0);float padding_factor=1.2;v_radius=radius;v_extrude=quadVertexExtent*padding_factor;v_perspective_ratio=collision_perspective_ratio;v_collision=collision;gl_Position=vec4(clipPos.xyz/clipPos.w,1.0)+vec4(quadVertexExtent*padding_factor/u_viewport_size*2.0,0.0,0.0);}\"),er=yr(\"uniform highp vec4 u_color;uniform sampler2D u_overlay;varying vec2 v_uv;void main() {vec4 overlay_color=texture2D(u_overlay,v_uv);gl_FragColor=mix(u_color,overlay_color,overlay_color.a);}\",\"attribute vec2 a_pos;varying vec2 v_uv;uniform mat4 u_matrix;uniform float u_overlay_scale;void main() {v_uv=a_pos/8192.0;gl_Position=u_matrix*vec4(a_pos*u_overlay_scale,0,1);}\"),rr=yr(\"#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float opacity\\ngl_FragColor=color*opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"attribute vec2 a_pos;uniform mat4 u_matrix;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float opacity\\ngl_Position=u_matrix*vec4(a_pos,0,1);}\"),nr=yr(\"varying vec2 v_pos;\\n#pragma mapbox: define highp vec4 outline_color\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 outline_color\\n#pragma mapbox: initialize lowp float opacity\\nfloat dist=length(v_pos-gl_FragCoord.xy);float alpha=1.0-smoothstep(0.0,1.0,dist);gl_FragColor=outline_color*(alpha*opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"attribute vec2 a_pos;uniform mat4 u_matrix;uniform vec2 u_world;varying vec2 v_pos;\\n#pragma mapbox: define highp vec4 outline_color\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 outline_color\\n#pragma mapbox: initialize lowp float opacity\\ngl_Position=u_matrix*vec4(a_pos,0,1);v_pos=(gl_Position.xy/gl_Position.w+1.0)/2.0*u_world;}\"),ir=yr(\"uniform vec2 u_texsize;uniform sampler2D u_image;uniform float u_fade;varying vec2 v_pos_a;varying vec2 v_pos_b;varying vec2 v_pos;\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;vec2 imagecoord=mod(v_pos_a,1.0);vec2 pos=mix(pattern_tl_a/u_texsize,pattern_br_a/u_texsize,imagecoord);vec4 color1=texture2D(u_image,pos);vec2 imagecoord_b=mod(v_pos_b,1.0);vec2 pos2=mix(pattern_tl_b/u_texsize,pattern_br_b/u_texsize,imagecoord_b);vec4 color2=texture2D(u_image,pos2);float dist=length(v_pos-gl_FragCoord.xy);float alpha=1.0-smoothstep(0.0,1.0,dist);gl_FragColor=mix(color1,color2,u_fade)*alpha*opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_world;uniform vec2 u_pixel_coord_upper;uniform vec2 u_pixel_coord_lower;uniform vec3 u_scale;attribute vec2 a_pos;varying vec2 v_pos_a;varying vec2 v_pos_b;varying vec2 v_pos;\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;float tileRatio=u_scale.x;float fromScale=u_scale.y;float toScale=u_scale.z;gl_Position=u_matrix*vec4(a_pos,0,1);vec2 display_size_a=(pattern_br_a-pattern_tl_a)/pixel_ratio_from;vec2 display_size_b=(pattern_br_b-pattern_tl_b)/pixel_ratio_to;v_pos_a=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,fromScale*display_size_a,tileRatio,a_pos);v_pos_b=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,toScale*display_size_b,tileRatio,a_pos);v_pos=(gl_Position.xy/gl_Position.w+1.0)/2.0*u_world;}\"),ar=yr(\"uniform vec2 u_texsize;uniform float u_fade;uniform sampler2D u_image;varying vec2 v_pos_a;varying vec2 v_pos_b;\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;vec2 imagecoord=mod(v_pos_a,1.0);vec2 pos=mix(pattern_tl_a/u_texsize,pattern_br_a/u_texsize,imagecoord);vec4 color1=texture2D(u_image,pos);vec2 imagecoord_b=mod(v_pos_b,1.0);vec2 pos2=mix(pattern_tl_b/u_texsize,pattern_br_b/u_texsize,imagecoord_b);vec4 color2=texture2D(u_image,pos2);gl_FragColor=mix(color1,color2,u_fade)*opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_pixel_coord_upper;uniform vec2 u_pixel_coord_lower;uniform vec3 u_scale;attribute vec2 a_pos;varying vec2 v_pos_a;varying vec2 v_pos_b;\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;float tileZoomRatio=u_scale.x;float fromScale=u_scale.y;float toScale=u_scale.z;vec2 display_size_a=(pattern_br_a-pattern_tl_a)/pixel_ratio_from;vec2 display_size_b=(pattern_br_b-pattern_tl_b)/pixel_ratio_to;gl_Position=u_matrix*vec4(a_pos,0,1);v_pos_a=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,fromScale*display_size_a,tileZoomRatio,a_pos);v_pos_b=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,toScale*display_size_b,tileZoomRatio,a_pos);}\"),or=yr(\"varying vec4 v_color;void main() {gl_FragColor=v_color;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec3 u_lightcolor;uniform lowp vec3 u_lightpos;uniform lowp float u_lightintensity;uniform float u_vertical_gradient;uniform lowp float u_opacity;attribute vec2 a_pos;attribute vec4 a_normal_ed;varying vec4 v_color;\\n#pragma mapbox: define highp float base\\n#pragma mapbox: define highp float height\\n#pragma mapbox: define highp vec4 color\\nvoid main() {\\n#pragma mapbox: initialize highp float base\\n#pragma mapbox: initialize highp float height\\n#pragma mapbox: initialize highp vec4 color\\nvec3 normal=a_normal_ed.xyz;base=max(0.0,base);height=max(0.0,height);float t=mod(normal.x,2.0);gl_Position=u_matrix*vec4(a_pos,t > 0.0 ? height : base,1);float colorvalue=color.r*0.2126+color.g*0.7152+color.b*0.0722;v_color=vec4(0.0,0.0,0.0,1.0);vec4 ambientlight=vec4(0.03,0.03,0.03,1.0);color+=ambientlight;float directional=clamp(dot(normal/16384.0,u_lightpos),0.0,1.0);directional=mix((1.0-u_lightintensity),max((1.0-colorvalue+u_lightintensity),1.0),directional);if (normal.y !=0.0) {directional*=((1.0-u_vertical_gradient)+(u_vertical_gradient*clamp((t+base)*pow(height/150.0,0.5),mix(0.7,0.98,1.0-u_lightintensity),1.0)));}v_color.r+=clamp(color.r*directional*u_lightcolor.r,mix(0.0,0.3,1.0-u_lightcolor.r),1.0);v_color.g+=clamp(color.g*directional*u_lightcolor.g,mix(0.0,0.3,1.0-u_lightcolor.g),1.0);v_color.b+=clamp(color.b*directional*u_lightcolor.b,mix(0.0,0.3,1.0-u_lightcolor.b),1.0);v_color*=u_opacity;}\"),sr=yr(\"uniform vec2 u_texsize;uniform float u_fade;uniform sampler2D u_image;varying vec2 v_pos_a;varying vec2 v_pos_b;varying vec4 v_lighting;\\n#pragma mapbox: define lowp float base\\n#pragma mapbox: define lowp float height\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float base\\n#pragma mapbox: initialize lowp float height\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;vec2 imagecoord=mod(v_pos_a,1.0);vec2 pos=mix(pattern_tl_a/u_texsize,pattern_br_a/u_texsize,imagecoord);vec4 color1=texture2D(u_image,pos);vec2 imagecoord_b=mod(v_pos_b,1.0);vec2 pos2=mix(pattern_tl_b/u_texsize,pattern_br_b/u_texsize,imagecoord_b);vec4 color2=texture2D(u_image,pos2);vec4 mixedColor=mix(color1,color2,u_fade);gl_FragColor=mixedColor*v_lighting;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_pixel_coord_upper;uniform vec2 u_pixel_coord_lower;uniform float u_height_factor;uniform vec3 u_scale;uniform float u_vertical_gradient;uniform lowp float u_opacity;uniform vec3 u_lightcolor;uniform lowp vec3 u_lightpos;uniform lowp float u_lightintensity;attribute vec2 a_pos;attribute vec4 a_normal_ed;varying vec2 v_pos_a;varying vec2 v_pos_b;varying vec4 v_lighting;\\n#pragma mapbox: define lowp float base\\n#pragma mapbox: define lowp float height\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float base\\n#pragma mapbox: initialize lowp float height\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;float tileRatio=u_scale.x;float fromScale=u_scale.y;float toScale=u_scale.z;vec3 normal=a_normal_ed.xyz;float edgedistance=a_normal_ed.w;vec2 display_size_a=(pattern_br_a-pattern_tl_a)/pixel_ratio_from;vec2 display_size_b=(pattern_br_b-pattern_tl_b)/pixel_ratio_to;base=max(0.0,base);height=max(0.0,height);float t=mod(normal.x,2.0);float z=t > 0.0 ? height : base;gl_Position=u_matrix*vec4(a_pos,z,1);vec2 pos=normal.x==1.0 && normal.y==0.0 && normal.z==16384.0\\n? a_pos\\n: vec2(edgedistance,z*u_height_factor);v_pos_a=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,fromScale*display_size_a,tileRatio,pos);v_pos_b=get_pattern_pos(u_pixel_coord_upper,u_pixel_coord_lower,toScale*display_size_b,tileRatio,pos);v_lighting=vec4(0.0,0.0,0.0,1.0);float directional=clamp(dot(normal/16383.0,u_lightpos),0.0,1.0);directional=mix((1.0-u_lightintensity),max((0.5+u_lightintensity),1.0),directional);if (normal.y !=0.0) {directional*=((1.0-u_vertical_gradient)+(u_vertical_gradient*clamp((t+base)*pow(height/150.0,0.5),mix(0.7,0.98,1.0-u_lightintensity),1.0)));}v_lighting.rgb+=clamp(directional*u_lightcolor,mix(vec3(0.0),vec3(0.3),1.0-u_lightcolor),vec3(1.0));v_lighting*=u_opacity;}\"),lr=yr(\"#ifdef GL_ES\\nprecision highp float;\\n#endif\\nuniform sampler2D u_image;varying vec2 v_pos;uniform vec2 u_dimension;uniform float u_zoom;uniform float u_maxzoom;uniform vec4 u_unpack;float getElevation(vec2 coord,float bias) {vec4 data=texture2D(u_image,coord)*255.0;data.a=-1.0;return dot(data,u_unpack)/4.0;}void main() {vec2 epsilon=1.0/u_dimension;float a=getElevation(v_pos+vec2(-epsilon.x,-epsilon.y),0.0);float b=getElevation(v_pos+vec2(0,-epsilon.y),0.0);float c=getElevation(v_pos+vec2(epsilon.x,-epsilon.y),0.0);float d=getElevation(v_pos+vec2(-epsilon.x,0),0.0);float e=getElevation(v_pos,0.0);float f=getElevation(v_pos+vec2(epsilon.x,0),0.0);float g=getElevation(v_pos+vec2(-epsilon.x,epsilon.y),0.0);float h=getElevation(v_pos+vec2(0,epsilon.y),0.0);float i=getElevation(v_pos+vec2(epsilon.x,epsilon.y),0.0);float exaggeration=u_zoom < 2.0 ? 0.4 : u_zoom < 4.5 ? 0.35 : 0.3;vec2 deriv=vec2((c+f+f+i)-(a+d+d+g),(g+h+h+i)-(a+b+b+c))/ pow(2.0,(u_zoom-u_maxzoom)*exaggeration+19.2562-u_zoom);gl_FragColor=clamp(vec4(deriv.x/2.0+0.5,deriv.y/2.0+0.5,1.0,1.0),0.0,1.0);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_dimension;attribute vec2 a_pos;attribute vec2 a_texture_pos;varying vec2 v_pos;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);highp vec2 epsilon=1.0/u_dimension;float scale=(u_dimension.x-2.0)/u_dimension.x;v_pos=(a_texture_pos/8192.0)*scale+epsilon;}\"),cr=yr(\"uniform sampler2D u_image;varying vec2 v_pos;uniform vec2 u_latrange;uniform vec2 u_light;uniform vec4 u_shadow;uniform vec4 u_highlight;uniform vec4 u_accent;\\n#define PI 3.141592653589793\\nvoid main() {vec4 pixel=texture2D(u_image,v_pos);vec2 deriv=((pixel.rg*2.0)-1.0);float scaleFactor=cos(radians((u_latrange[0]-u_latrange[1])*(1.0-v_pos.y)+u_latrange[1]));float slope=atan(1.25*length(deriv)/scaleFactor);float aspect=deriv.x !=0.0 ? atan(deriv.y,-deriv.x) : PI/2.0*(deriv.y > 0.0 ? 1.0 :-1.0);float intensity=u_light.x;float azimuth=u_light.y+PI;float base=1.875-intensity*1.75;float maxValue=0.5*PI;float scaledSlope=intensity !=0.5 ? ((pow(base,slope)-1.0)/(pow(base,maxValue)-1.0))*maxValue : slope;float accent=cos(scaledSlope);vec4 accent_color=(1.0-accent)*u_accent*clamp(intensity*2.0,0.0,1.0);float shade=abs(mod((aspect+azimuth)/PI+0.5,2.0)-1.0);vec4 shade_color=mix(u_shadow,u_highlight,shade)*sin(scaledSlope)*clamp(intensity*2.0,0.0,1.0);gl_FragColor=accent_color*(1.0-shade_color.a)+shade_color;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;attribute vec2 a_pos;attribute vec2 a_texture_pos;varying vec2 v_pos;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);v_pos=a_texture_pos/8192.0;}\"),ur=yr(\"uniform lowp float u_device_pixel_ratio;varying vec2 v_width2;varying vec2 v_normal;varying float v_gamma_scale;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\nfloat dist=length(v_normal)*v_width2.s;float blur2=(blur+1.0/u_device_pixel_ratio)*v_gamma_scale;float alpha=clamp(min(dist-(v_width2.t-blur2),v_width2.s-dist)/blur2,0.0,1.0);gl_FragColor=color*(alpha*opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"\\n#define scale 0.015873016\\nattribute vec2 a_pos_normal;attribute vec4 a_data;uniform mat4 u_matrix;uniform mediump float u_ratio;uniform vec2 u_units_to_pixels;uniform lowp float u_device_pixel_ratio;varying vec2 v_normal;varying vec2 v_width2;varying float v_gamma_scale;varying highp float v_linesofar;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define mediump float gapwidth\\n#pragma mapbox: define lowp float offset\\n#pragma mapbox: define mediump float width\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump float gapwidth\\n#pragma mapbox: initialize lowp float offset\\n#pragma mapbox: initialize mediump float width\\nfloat ANTIALIASING=1.0/u_device_pixel_ratio/2.0;vec2 a_extrude=a_data.xy-128.0;float a_direction=mod(a_data.z,4.0)-1.0;v_linesofar=(floor(a_data.z/4.0)+a_data.w*64.0)*2.0;vec2 pos=floor(a_pos_normal*0.5);mediump vec2 normal=a_pos_normal-2.0*pos;normal.y=normal.y*2.0-1.0;v_normal=normal;gapwidth=gapwidth/2.0;float halfwidth=width/2.0;offset=-1.0*offset;float inset=gapwidth+(gapwidth > 0.0 ? ANTIALIASING : 0.0);float outset=gapwidth+halfwidth*(gapwidth > 0.0 ? 2.0 : 1.0)+(halfwidth==0.0 ? 0.0 : ANTIALIASING);mediump vec2 dist=outset*a_extrude*scale;mediump float u=0.5*a_direction;mediump float t=1.0-abs(u);mediump vec2 offset2=offset*a_extrude*scale*normal.y*mat2(t,-u,u,t);vec4 projected_extrude=u_matrix*vec4(dist/u_ratio,0.0,0.0);gl_Position=u_matrix*vec4(pos+offset2/u_ratio,0.0,1.0)+projected_extrude;float extrude_length_without_perspective=length(dist);float extrude_length_with_perspective=length(projected_extrude.xy/gl_Position.w*u_units_to_pixels);v_gamma_scale=extrude_length_without_perspective/extrude_length_with_perspective;v_width2=vec2(outset,inset);}\"),fr=yr(\"uniform lowp float u_device_pixel_ratio;uniform sampler2D u_image;varying vec2 v_width2;varying vec2 v_normal;varying float v_gamma_scale;varying highp float v_lineprogress;\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\nfloat dist=length(v_normal)*v_width2.s;float blur2=(blur+1.0/u_device_pixel_ratio)*v_gamma_scale;float alpha=clamp(min(dist-(v_width2.t-blur2),v_width2.s-dist)/blur2,0.0,1.0);vec4 color=texture2D(u_image,vec2(v_lineprogress,0.5));gl_FragColor=color*(alpha*opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"\\n#define MAX_LINE_DISTANCE 32767.0\\n#define scale 0.015873016\\nattribute vec2 a_pos_normal;attribute vec4 a_data;uniform mat4 u_matrix;uniform mediump float u_ratio;uniform lowp float u_device_pixel_ratio;uniform vec2 u_units_to_pixels;varying vec2 v_normal;varying vec2 v_width2;varying float v_gamma_scale;varying highp float v_lineprogress;\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define mediump float gapwidth\\n#pragma mapbox: define lowp float offset\\n#pragma mapbox: define mediump float width\\nvoid main() {\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump float gapwidth\\n#pragma mapbox: initialize lowp float offset\\n#pragma mapbox: initialize mediump float width\\nfloat ANTIALIASING=1.0/u_device_pixel_ratio/2.0;vec2 a_extrude=a_data.xy-128.0;float a_direction=mod(a_data.z,4.0)-1.0;v_lineprogress=(floor(a_data.z/4.0)+a_data.w*64.0)*2.0/MAX_LINE_DISTANCE;vec2 pos=floor(a_pos_normal*0.5);mediump vec2 normal=a_pos_normal-2.0*pos;normal.y=normal.y*2.0-1.0;v_normal=normal;gapwidth=gapwidth/2.0;float halfwidth=width/2.0;offset=-1.0*offset;float inset=gapwidth+(gapwidth > 0.0 ? ANTIALIASING : 0.0);float outset=gapwidth+halfwidth*(gapwidth > 0.0 ? 2.0 : 1.0)+(halfwidth==0.0 ? 0.0 : ANTIALIASING);mediump vec2 dist=outset*a_extrude*scale;mediump float u=0.5*a_direction;mediump float t=1.0-abs(u);mediump vec2 offset2=offset*a_extrude*scale*normal.y*mat2(t,-u,u,t);vec4 projected_extrude=u_matrix*vec4(dist/u_ratio,0.0,0.0);gl_Position=u_matrix*vec4(pos+offset2/u_ratio,0.0,1.0)+projected_extrude;float extrude_length_without_perspective=length(dist);float extrude_length_with_perspective=length(projected_extrude.xy/gl_Position.w*u_units_to_pixels);v_gamma_scale=extrude_length_without_perspective/extrude_length_with_perspective;v_width2=vec2(outset,inset);}\"),hr=yr(\"uniform lowp float u_device_pixel_ratio;uniform vec2 u_texsize;uniform float u_fade;uniform mediump vec3 u_scale;uniform sampler2D u_image;varying vec2 v_normal;varying vec2 v_width2;varying float v_linesofar;varying float v_gamma_scale;varying float v_width;\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\nvec2 pattern_tl_a=pattern_from.xy;vec2 pattern_br_a=pattern_from.zw;vec2 pattern_tl_b=pattern_to.xy;vec2 pattern_br_b=pattern_to.zw;float tileZoomRatio=u_scale.x;float fromScale=u_scale.y;float toScale=u_scale.z;vec2 display_size_a=(pattern_br_a-pattern_tl_a)/pixel_ratio_from;vec2 display_size_b=(pattern_br_b-pattern_tl_b)/pixel_ratio_to;vec2 pattern_size_a=vec2(display_size_a.x*fromScale/tileZoomRatio,display_size_a.y);vec2 pattern_size_b=vec2(display_size_b.x*toScale/tileZoomRatio,display_size_b.y);float aspect_a=display_size_a.y/v_width;float aspect_b=display_size_b.y/v_width;float dist=length(v_normal)*v_width2.s;float blur2=(blur+1.0/u_device_pixel_ratio)*v_gamma_scale;float alpha=clamp(min(dist-(v_width2.t-blur2),v_width2.s-dist)/blur2,0.0,1.0);float x_a=mod(v_linesofar/pattern_size_a.x*aspect_a,1.0);float x_b=mod(v_linesofar/pattern_size_b.x*aspect_b,1.0);float y=0.5*v_normal.y+0.5;vec2 texel_size=1.0/u_texsize;vec2 pos_a=mix(pattern_tl_a*texel_size-texel_size,pattern_br_a*texel_size+texel_size,vec2(x_a,y));vec2 pos_b=mix(pattern_tl_b*texel_size-texel_size,pattern_br_b*texel_size+texel_size,vec2(x_b,y));vec4 color=mix(texture2D(u_image,pos_a),texture2D(u_image,pos_b),u_fade);gl_FragColor=color*alpha*opacity;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"\\n#define scale 0.015873016\\n#define LINE_DISTANCE_SCALE 2.0\\nattribute vec2 a_pos_normal;attribute vec4 a_data;uniform mat4 u_matrix;uniform vec2 u_units_to_pixels;uniform mediump float u_ratio;uniform lowp float u_device_pixel_ratio;varying vec2 v_normal;varying vec2 v_width2;varying float v_linesofar;varying float v_gamma_scale;varying float v_width;\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp float offset\\n#pragma mapbox: define mediump float gapwidth\\n#pragma mapbox: define mediump float width\\n#pragma mapbox: define lowp float floorwidth\\n#pragma mapbox: define lowp vec4 pattern_from\\n#pragma mapbox: define lowp vec4 pattern_to\\n#pragma mapbox: define lowp float pixel_ratio_from\\n#pragma mapbox: define lowp float pixel_ratio_to\\nvoid main() {\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize lowp float offset\\n#pragma mapbox: initialize mediump float gapwidth\\n#pragma mapbox: initialize mediump float width\\n#pragma mapbox: initialize lowp float floorwidth\\n#pragma mapbox: initialize mediump vec4 pattern_from\\n#pragma mapbox: initialize mediump vec4 pattern_to\\n#pragma mapbox: initialize lowp float pixel_ratio_from\\n#pragma mapbox: initialize lowp float pixel_ratio_to\\nfloat ANTIALIASING=1.0/u_device_pixel_ratio/2.0;vec2 a_extrude=a_data.xy-128.0;float a_direction=mod(a_data.z,4.0)-1.0;float a_linesofar=(floor(a_data.z/4.0)+a_data.w*64.0)*LINE_DISTANCE_SCALE;vec2 pos=floor(a_pos_normal*0.5);mediump vec2 normal=a_pos_normal-2.0*pos;normal.y=normal.y*2.0-1.0;v_normal=normal;gapwidth=gapwidth/2.0;float halfwidth=width/2.0;offset=-1.0*offset;float inset=gapwidth+(gapwidth > 0.0 ? ANTIALIASING : 0.0);float outset=gapwidth+halfwidth*(gapwidth > 0.0 ? 2.0 : 1.0)+(halfwidth==0.0 ? 0.0 : ANTIALIASING);mediump vec2 dist=outset*a_extrude*scale;mediump float u=0.5*a_direction;mediump float t=1.0-abs(u);mediump vec2 offset2=offset*a_extrude*scale*normal.y*mat2(t,-u,u,t);vec4 projected_extrude=u_matrix*vec4(dist/u_ratio,0.0,0.0);gl_Position=u_matrix*vec4(pos+offset2/u_ratio,0.0,1.0)+projected_extrude;float extrude_length_without_perspective=length(dist);float extrude_length_with_perspective=length(projected_extrude.xy/gl_Position.w*u_units_to_pixels);v_gamma_scale=extrude_length_without_perspective/extrude_length_with_perspective;v_linesofar=a_linesofar;v_width2=vec2(outset,inset);v_width=floorwidth;}\"),pr=yr(\"uniform lowp float u_device_pixel_ratio;uniform sampler2D u_image;uniform float u_sdfgamma;uniform float u_mix;varying vec2 v_normal;varying vec2 v_width2;varying vec2 v_tex_a;varying vec2 v_tex_b;varying float v_gamma_scale;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define mediump float width\\n#pragma mapbox: define lowp float floorwidth\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump float width\\n#pragma mapbox: initialize lowp float floorwidth\\nfloat dist=length(v_normal)*v_width2.s;float blur2=(blur+1.0/u_device_pixel_ratio)*v_gamma_scale;float alpha=clamp(min(dist-(v_width2.t-blur2),v_width2.s-dist)/blur2,0.0,1.0);float sdfdist_a=texture2D(u_image,v_tex_a).a;float sdfdist_b=texture2D(u_image,v_tex_b).a;float sdfdist=mix(sdfdist_a,sdfdist_b,u_mix);alpha*=smoothstep(0.5-u_sdfgamma/floorwidth,0.5+u_sdfgamma/floorwidth,sdfdist);gl_FragColor=color*(alpha*opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"\\n#define scale 0.015873016\\n#define LINE_DISTANCE_SCALE 2.0\\nattribute vec2 a_pos_normal;attribute vec4 a_data;uniform mat4 u_matrix;uniform mediump float u_ratio;uniform lowp float u_device_pixel_ratio;uniform vec2 u_patternscale_a;uniform float u_tex_y_a;uniform vec2 u_patternscale_b;uniform float u_tex_y_b;uniform vec2 u_units_to_pixels;varying vec2 v_normal;varying vec2 v_width2;varying vec2 v_tex_a;varying vec2 v_tex_b;varying float v_gamma_scale;\\n#pragma mapbox: define highp vec4 color\\n#pragma mapbox: define lowp float blur\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define mediump float gapwidth\\n#pragma mapbox: define lowp float offset\\n#pragma mapbox: define mediump float width\\n#pragma mapbox: define lowp float floorwidth\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 color\\n#pragma mapbox: initialize lowp float blur\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize mediump float gapwidth\\n#pragma mapbox: initialize lowp float offset\\n#pragma mapbox: initialize mediump float width\\n#pragma mapbox: initialize lowp float floorwidth\\nfloat ANTIALIASING=1.0/u_device_pixel_ratio/2.0;vec2 a_extrude=a_data.xy-128.0;float a_direction=mod(a_data.z,4.0)-1.0;float a_linesofar=(floor(a_data.z/4.0)+a_data.w*64.0)*LINE_DISTANCE_SCALE;vec2 pos=floor(a_pos_normal*0.5);mediump vec2 normal=a_pos_normal-2.0*pos;normal.y=normal.y*2.0-1.0;v_normal=normal;gapwidth=gapwidth/2.0;float halfwidth=width/2.0;offset=-1.0*offset;float inset=gapwidth+(gapwidth > 0.0 ? ANTIALIASING : 0.0);float outset=gapwidth+halfwidth*(gapwidth > 0.0 ? 2.0 : 1.0)+(halfwidth==0.0 ? 0.0 : ANTIALIASING);mediump vec2 dist=outset*a_extrude*scale;mediump float u=0.5*a_direction;mediump float t=1.0-abs(u);mediump vec2 offset2=offset*a_extrude*scale*normal.y*mat2(t,-u,u,t);vec4 projected_extrude=u_matrix*vec4(dist/u_ratio,0.0,0.0);gl_Position=u_matrix*vec4(pos+offset2/u_ratio,0.0,1.0)+projected_extrude;float extrude_length_without_perspective=length(dist);float extrude_length_with_perspective=length(projected_extrude.xy/gl_Position.w*u_units_to_pixels);v_gamma_scale=extrude_length_without_perspective/extrude_length_with_perspective;v_tex_a=vec2(a_linesofar*u_patternscale_a.x/floorwidth,normal.y*u_patternscale_a.y+u_tex_y_a);v_tex_b=vec2(a_linesofar*u_patternscale_b.x/floorwidth,normal.y*u_patternscale_b.y+u_tex_y_b);v_width2=vec2(outset,inset);}\"),dr=yr(\"uniform float u_fade_t;uniform float u_opacity;uniform sampler2D u_image0;uniform sampler2D u_image1;varying vec2 v_pos0;varying vec2 v_pos1;uniform float u_brightness_low;uniform float u_brightness_high;uniform float u_saturation_factor;uniform float u_contrast_factor;uniform vec3 u_spin_weights;void main() {vec4 color0=texture2D(u_image0,v_pos0);vec4 color1=texture2D(u_image1,v_pos1);if (color0.a > 0.0) {color0.rgb=color0.rgb/color0.a;}if (color1.a > 0.0) {color1.rgb=color1.rgb/color1.a;}vec4 color=mix(color0,color1,u_fade_t);color.a*=u_opacity;vec3 rgb=color.rgb;rgb=vec3(dot(rgb,u_spin_weights.xyz),dot(rgb,u_spin_weights.zxy),dot(rgb,u_spin_weights.yzx));float average=(color.r+color.g+color.b)/3.0;rgb+=(average-rgb)*u_saturation_factor;rgb=(rgb-0.5)*u_contrast_factor+0.5;vec3 u_high_vec=vec3(u_brightness_low,u_brightness_low,u_brightness_low);vec3 u_low_vec=vec3(u_brightness_high,u_brightness_high,u_brightness_high);gl_FragColor=vec4(mix(u_high_vec,u_low_vec,rgb)*color.a,color.a);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"uniform mat4 u_matrix;uniform vec2 u_tl_parent;uniform float u_scale_parent;uniform float u_buffer_scale;attribute vec2 a_pos;attribute vec2 a_texture_pos;varying vec2 v_pos0;varying vec2 v_pos1;void main() {gl_Position=u_matrix*vec4(a_pos,0,1);v_pos0=(((a_texture_pos/8192.0)-0.5)/u_buffer_scale )+0.5;v_pos1=(v_pos0*u_scale_parent)+u_tl_parent;}\"),gr=yr(\"uniform sampler2D u_texture;varying vec2 v_tex;varying float v_fade_opacity;\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\nlowp float alpha=opacity*v_fade_opacity;gl_FragColor=texture2D(u_texture,v_tex)*alpha;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"const float PI=3.141592653589793;attribute vec4 a_pos_offset;attribute vec4 a_data;attribute vec4 a_pixeloffset;attribute vec3 a_projected_pos;attribute float a_fade_opacity;uniform bool u_is_size_zoom_constant;uniform bool u_is_size_feature_constant;uniform highp float u_size_t;uniform highp float u_size;uniform highp float u_camera_to_center_distance;uniform highp float u_pitch;uniform bool u_rotate_symbol;uniform highp float u_aspect_ratio;uniform float u_fade_change;uniform mat4 u_matrix;uniform mat4 u_label_plane_matrix;uniform mat4 u_coord_matrix;uniform bool u_is_text;uniform bool u_pitch_with_map;uniform vec2 u_texsize;varying vec2 v_tex;varying float v_fade_opacity;\\n#pragma mapbox: define lowp float opacity\\nvoid main() {\\n#pragma mapbox: initialize lowp float opacity\\nvec2 a_pos=a_pos_offset.xy;vec2 a_offset=a_pos_offset.zw;vec2 a_tex=a_data.xy;vec2 a_size=a_data.zw;float a_size_min=floor(a_size[0]*0.5);vec2 a_pxoffset=a_pixeloffset.xy;vec2 a_minFontScale=a_pixeloffset.zw/256.0;highp float segment_angle=-a_projected_pos[2];float size;if (!u_is_size_zoom_constant && !u_is_size_feature_constant) {size=mix(a_size_min,a_size[1],u_size_t)/128.0;} else if (u_is_size_zoom_constant && !u_is_size_feature_constant) {size=a_size_min/128.0;} else {size=u_size;}vec4 projectedPoint=u_matrix*vec4(a_pos,0,1);highp float camera_to_anchor_distance=projectedPoint.w;highp float distance_ratio=u_pitch_with_map ?\\ncamera_to_anchor_distance/u_camera_to_center_distance :\\nu_camera_to_center_distance/camera_to_anchor_distance;highp float perspective_ratio=clamp(0.5+0.5*distance_ratio,0.0,4.0);size*=perspective_ratio;float fontScale=u_is_text ? size/24.0 : size;highp float symbol_rotation=0.0;if (u_rotate_symbol) {vec4 offsetProjectedPoint=u_matrix*vec4(a_pos+vec2(1,0),0,1);vec2 a=projectedPoint.xy/projectedPoint.w;vec2 b=offsetProjectedPoint.xy/offsetProjectedPoint.w;symbol_rotation=atan((b.y-a.y)/u_aspect_ratio,b.x-a.x);}highp float angle_sin=sin(segment_angle+symbol_rotation);highp float angle_cos=cos(segment_angle+symbol_rotation);mat2 rotation_matrix=mat2(angle_cos,-1.0*angle_sin,angle_sin,angle_cos);vec4 projected_pos=u_label_plane_matrix*vec4(a_projected_pos.xy,0.0,1.0);gl_Position=u_coord_matrix*vec4(projected_pos.xy/projected_pos.w+rotation_matrix*(a_offset/32.0*max(a_minFontScale,fontScale)+a_pxoffset/16.0),0.0,1.0);v_tex=a_tex/u_texsize;vec2 fade_opacity=unpack_opacity(a_fade_opacity);float fade_change=fade_opacity[1] > 0.5 ? u_fade_change :-u_fade_change;v_fade_opacity=max(0.0,min(1.0,fade_opacity[0]+fade_change));}\"),mr=yr(\"#define SDF_PX 8.0\\nuniform bool u_is_halo;uniform sampler2D u_texture;uniform highp float u_gamma_scale;uniform lowp float u_device_pixel_ratio;uniform bool u_is_text;varying vec2 v_data0;varying vec3 v_data1;\\n#pragma mapbox: define highp vec4 fill_color\\n#pragma mapbox: define highp vec4 halo_color\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp float halo_width\\n#pragma mapbox: define lowp float halo_blur\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 fill_color\\n#pragma mapbox: initialize highp vec4 halo_color\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize lowp float halo_width\\n#pragma mapbox: initialize lowp float halo_blur\\nfloat EDGE_GAMMA=0.105/u_device_pixel_ratio;vec2 tex=v_data0.xy;float gamma_scale=v_data1.x;float size=v_data1.y;float fade_opacity=v_data1[2];float fontScale=u_is_text ? size/24.0 : size;lowp vec4 color=fill_color;highp float gamma=EDGE_GAMMA/(fontScale*u_gamma_scale);lowp float buff=(256.0-64.0)/256.0;if (u_is_halo) {color=halo_color;gamma=(halo_blur*1.19/SDF_PX+EDGE_GAMMA)/(fontScale*u_gamma_scale);buff=(6.0-halo_width/fontScale)/SDF_PX;}lowp float dist=texture2D(u_texture,tex).a;highp float gamma_scaled=gamma*gamma_scale;highp float alpha=smoothstep(buff-gamma_scaled,buff+gamma_scaled,dist);gl_FragColor=color*(alpha*opacity*fade_opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"const float PI=3.141592653589793;attribute vec4 a_pos_offset;attribute vec4 a_data;attribute vec4 a_pixeloffset;attribute vec3 a_projected_pos;attribute float a_fade_opacity;uniform bool u_is_size_zoom_constant;uniform bool u_is_size_feature_constant;uniform highp float u_size_t;uniform highp float u_size;uniform mat4 u_matrix;uniform mat4 u_label_plane_matrix;uniform mat4 u_coord_matrix;uniform bool u_is_text;uniform bool u_pitch_with_map;uniform highp float u_pitch;uniform bool u_rotate_symbol;uniform highp float u_aspect_ratio;uniform highp float u_camera_to_center_distance;uniform float u_fade_change;uniform vec2 u_texsize;varying vec2 v_data0;varying vec3 v_data1;\\n#pragma mapbox: define highp vec4 fill_color\\n#pragma mapbox: define highp vec4 halo_color\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp float halo_width\\n#pragma mapbox: define lowp float halo_blur\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 fill_color\\n#pragma mapbox: initialize highp vec4 halo_color\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize lowp float halo_width\\n#pragma mapbox: initialize lowp float halo_blur\\nvec2 a_pos=a_pos_offset.xy;vec2 a_offset=a_pos_offset.zw;vec2 a_tex=a_data.xy;vec2 a_size=a_data.zw;float a_size_min=floor(a_size[0]*0.5);vec2 a_pxoffset=a_pixeloffset.xy;highp float segment_angle=-a_projected_pos[2];float size;if (!u_is_size_zoom_constant && !u_is_size_feature_constant) {size=mix(a_size_min,a_size[1],u_size_t)/128.0;} else if (u_is_size_zoom_constant && !u_is_size_feature_constant) {size=a_size_min/128.0;} else {size=u_size;}vec4 projectedPoint=u_matrix*vec4(a_pos,0,1);highp float camera_to_anchor_distance=projectedPoint.w;highp float distance_ratio=u_pitch_with_map ?\\ncamera_to_anchor_distance/u_camera_to_center_distance :\\nu_camera_to_center_distance/camera_to_anchor_distance;highp float perspective_ratio=clamp(0.5+0.5*distance_ratio,0.0,4.0);size*=perspective_ratio;float fontScale=u_is_text ? size/24.0 : size;highp float symbol_rotation=0.0;if (u_rotate_symbol) {vec4 offsetProjectedPoint=u_matrix*vec4(a_pos+vec2(1,0),0,1);vec2 a=projectedPoint.xy/projectedPoint.w;vec2 b=offsetProjectedPoint.xy/offsetProjectedPoint.w;symbol_rotation=atan((b.y-a.y)/u_aspect_ratio,b.x-a.x);}highp float angle_sin=sin(segment_angle+symbol_rotation);highp float angle_cos=cos(segment_angle+symbol_rotation);mat2 rotation_matrix=mat2(angle_cos,-1.0*angle_sin,angle_sin,angle_cos);vec4 projected_pos=u_label_plane_matrix*vec4(a_projected_pos.xy,0.0,1.0);gl_Position=u_coord_matrix*vec4(projected_pos.xy/projected_pos.w+rotation_matrix*(a_offset/32.0*fontScale+a_pxoffset),0.0,1.0);float gamma_scale=gl_Position.w;vec2 fade_opacity=unpack_opacity(a_fade_opacity);float fade_change=fade_opacity[1] > 0.5 ? u_fade_change :-u_fade_change;float interpolated_fade_opacity=max(0.0,min(1.0,fade_opacity[0]+fade_change));v_data0=a_tex/u_texsize;v_data1=vec3(gamma_scale,size,interpolated_fade_opacity);}\"),vr=yr(\"#define SDF_PX 8.0\\n#define SDF 1.0\\n#define ICON 0.0\\nuniform bool u_is_halo;uniform sampler2D u_texture;uniform sampler2D u_texture_icon;uniform highp float u_gamma_scale;uniform lowp float u_device_pixel_ratio;varying vec4 v_data0;varying vec4 v_data1;\\n#pragma mapbox: define highp vec4 fill_color\\n#pragma mapbox: define highp vec4 halo_color\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp float halo_width\\n#pragma mapbox: define lowp float halo_blur\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 fill_color\\n#pragma mapbox: initialize highp vec4 halo_color\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize lowp float halo_width\\n#pragma mapbox: initialize lowp float halo_blur\\nfloat fade_opacity=v_data1[2];if (v_data1.w==ICON) {vec2 tex_icon=v_data0.zw;lowp float alpha=opacity*fade_opacity;gl_FragColor=texture2D(u_texture_icon,tex_icon)*alpha;\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\nreturn;}vec2 tex=v_data0.xy;float EDGE_GAMMA=0.105/u_device_pixel_ratio;float gamma_scale=v_data1.x;float size=v_data1.y;float fontScale=size/24.0;lowp vec4 color=fill_color;highp float gamma=EDGE_GAMMA/(fontScale*u_gamma_scale);lowp float buff=(256.0-64.0)/256.0;if (u_is_halo) {color=halo_color;gamma=(halo_blur*1.19/SDF_PX+EDGE_GAMMA)/(fontScale*u_gamma_scale);buff=(6.0-halo_width/fontScale)/SDF_PX;}lowp float dist=texture2D(u_texture,tex).a;highp float gamma_scaled=gamma*gamma_scale;highp float alpha=smoothstep(buff-gamma_scaled,buff+gamma_scaled,dist);gl_FragColor=color*(alpha*opacity*fade_opacity);\\n#ifdef OVERDRAW_INSPECTOR\\ngl_FragColor=vec4(1.0);\\n#endif\\n}\",\"const float PI=3.141592653589793;attribute vec4 a_pos_offset;attribute vec4 a_data;attribute vec3 a_projected_pos;attribute float a_fade_opacity;uniform bool u_is_size_zoom_constant;uniform bool u_is_size_feature_constant;uniform highp float u_size_t;uniform highp float u_size;uniform mat4 u_matrix;uniform mat4 u_label_plane_matrix;uniform mat4 u_coord_matrix;uniform bool u_is_text;uniform bool u_pitch_with_map;uniform highp float u_pitch;uniform bool u_rotate_symbol;uniform highp float u_aspect_ratio;uniform highp float u_camera_to_center_distance;uniform float u_fade_change;uniform vec2 u_texsize;uniform vec2 u_texsize_icon;varying vec4 v_data0;varying vec4 v_data1;\\n#pragma mapbox: define highp vec4 fill_color\\n#pragma mapbox: define highp vec4 halo_color\\n#pragma mapbox: define lowp float opacity\\n#pragma mapbox: define lowp float halo_width\\n#pragma mapbox: define lowp float halo_blur\\nvoid main() {\\n#pragma mapbox: initialize highp vec4 fill_color\\n#pragma mapbox: initialize highp vec4 halo_color\\n#pragma mapbox: initialize lowp float opacity\\n#pragma mapbox: initialize lowp float halo_width\\n#pragma mapbox: initialize lowp float halo_blur\\nvec2 a_pos=a_pos_offset.xy;vec2 a_offset=a_pos_offset.zw;vec2 a_tex=a_data.xy;vec2 a_size=a_data.zw;float a_size_min=floor(a_size[0]*0.5);float is_sdf=a_size[0]-2.0*a_size_min;highp float segment_angle=-a_projected_pos[2];float size;if (!u_is_size_zoom_constant && !u_is_size_feature_constant) {size=mix(a_size_min,a_size[1],u_size_t)/128.0;} else if (u_is_size_zoom_constant && !u_is_size_feature_constant) {size=a_size_min/128.0;} else {size=u_size;}vec4 projectedPoint=u_matrix*vec4(a_pos,0,1);highp float camera_to_anchor_distance=projectedPoint.w;highp float distance_ratio=u_pitch_with_map ?\\ncamera_to_anchor_distance/u_camera_to_center_distance :\\nu_camera_to_center_distance/camera_to_anchor_distance;highp float perspective_ratio=clamp(0.5+0.5*distance_ratio,0.0,4.0);size*=perspective_ratio;float fontScale=size/24.0;highp float symbol_rotation=0.0;if (u_rotate_symbol) {vec4 offsetProjectedPoint=u_matrix*vec4(a_pos+vec2(1,0),0,1);vec2 a=projectedPoint.xy/projectedPoint.w;vec2 b=offsetProjectedPoint.xy/offsetProjectedPoint.w;symbol_rotation=atan((b.y-a.y)/u_aspect_ratio,b.x-a.x);}highp float angle_sin=sin(segment_angle+symbol_rotation);highp float angle_cos=cos(segment_angle+symbol_rotation);mat2 rotation_matrix=mat2(angle_cos,-1.0*angle_sin,angle_sin,angle_cos);vec4 projected_pos=u_label_plane_matrix*vec4(a_projected_pos.xy,0.0,1.0);gl_Position=u_coord_matrix*vec4(projected_pos.xy/projected_pos.w+rotation_matrix*(a_offset/32.0*fontScale),0.0,1.0);float gamma_scale=gl_Position.w;vec2 fade_opacity=unpack_opacity(a_fade_opacity);float fade_change=fade_opacity[1] > 0.5 ? u_fade_change :-u_fade_change;float interpolated_fade_opacity=max(0.0,min(1.0,fade_opacity[0]+fade_change));v_data0.xy=a_tex/u_texsize;v_data0.zw=a_tex/u_texsize_icon;v_data1=vec4(gamma_scale,size,interpolated_fade_opacity,is_sdf);}\");function yr(t,e){var r=/#pragma mapbox: ([\\w]+) ([\\w]+) ([\\w]+) ([\\w]+)/g,n={};return{fragmentSource:t=t.replace(r,(function(t,e,r,i,a){return n[a]=!0,\"define\"===e?\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\nvarying \"+r+\" \"+i+\" \"+a+\";\\n#else\\nuniform \"+r+\" \"+i+\" u_\"+a+\";\\n#endif\\n\":\"\\n#ifdef HAS_UNIFORM_u_\"+a+\"\\n    \"+r+\" \"+i+\" \"+a+\" = u_\"+a+\";\\n#endif\\n\"})),vertexSource:e=e.replace(r,(function(t,e,r,i,a){var o=\"float\"===i?\"vec2\":\"vec4\",s=a.match(/color/)?\"color\":o;return n[a]?\"define\"===e?\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\nuniform lowp float u_\"+a+\"_t;\\nattribute \"+r+\" \"+o+\" a_\"+a+\";\\nvarying \"+r+\" \"+i+\" \"+a+\";\\n#else\\nuniform \"+r+\" \"+i+\" u_\"+a+\";\\n#endif\\n\":\"vec4\"===s?\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\n    \"+a+\" = a_\"+a+\";\\n#else\\n    \"+r+\" \"+i+\" \"+a+\" = u_\"+a+\";\\n#endif\\n\":\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\n    \"+a+\" = unpack_mix_\"+s+\"(a_\"+a+\", u_\"+a+\"_t);\\n#else\\n    \"+r+\" \"+i+\" \"+a+\" = u_\"+a+\";\\n#endif\\n\":\"define\"===e?\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\nuniform lowp float u_\"+a+\"_t;\\nattribute \"+r+\" \"+o+\" a_\"+a+\";\\n#else\\nuniform \"+r+\" \"+i+\" u_\"+a+\";\\n#endif\\n\":\"vec4\"===s?\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\n    \"+r+\" \"+i+\" \"+a+\" = a_\"+a+\";\\n#else\\n    \"+r+\" \"+i+\" \"+a+\" = u_\"+a+\";\\n#endif\\n\":\"\\n#ifndef HAS_UNIFORM_u_\"+a+\"\\n    \"+r+\" \"+i+\" \"+a+\" = unpack_mix_\"+s+\"(a_\"+a+\", u_\"+a+\"_t);\\n#else\\n    \"+r+\" \"+i+\" \"+a+\" = u_\"+a+\";\\n#endif\\n\"}))}}var xr=Object.freeze({__proto__:null,prelude:Ye,background:We,backgroundPattern:Xe,circle:Ze,clippingMask:Je,heatmap:Ke,heatmapTexture:Qe,collisionBox:$e,collisionCircle:tr,debug:er,fill:rr,fillOutline:nr,fillOutlinePattern:ir,fillPattern:ar,fillExtrusion:or,fillExtrusionPattern:sr,hillshadePrepare:lr,hillshade:cr,line:ur,lineGradient:fr,linePattern:hr,lineSDF:pr,raster:dr,symbolIcon:gr,symbolSDF:mr,symbolTextAndIcon:vr}),br=function(){this.boundProgram=null,this.boundLayoutVertexBuffer=null,this.boundPaintVertexBuffers=[],this.boundIndexBuffer=null,this.boundVertexOffset=null,this.boundDynamicVertexBuffer=null,this.vao=null};br.prototype.bind=function(t,e,r,n,i,a,o,s){this.context=t;for(var l=this.boundPaintVertexBuffers.length!==n.length,c=0;!l&&c<n.length;c++)this.boundPaintVertexBuffers[c]!==n[c]&&(l=!0);var u=!this.vao||this.boundProgram!==e||this.boundLayoutVertexBuffer!==r||l||this.boundIndexBuffer!==i||this.boundVertexOffset!==a||this.boundDynamicVertexBuffer!==o||this.boundDynamicVertexBuffer2!==s;!t.extVertexArrayObject||u?this.freshBind(e,r,n,i,a,o,s):(t.bindVertexArrayOES.set(this.vao),o&&o.bind(),i&&i.dynamicDraw&&i.bind(),s&&s.bind())},br.prototype.freshBind=function(t,e,r,n,i,a,o){var s,l=t.numAttributes,c=this.context,u=c.gl;if(c.extVertexArrayObject)this.vao&&this.destroy(),this.vao=c.extVertexArrayObject.createVertexArrayOES(),c.bindVertexArrayOES.set(this.vao),s=0,this.boundProgram=t,this.boundLayoutVertexBuffer=e,this.boundPaintVertexBuffers=r,this.boundIndexBuffer=n,this.boundVertexOffset=i,this.boundDynamicVertexBuffer=a,this.boundDynamicVertexBuffer2=o;else{s=c.currentNumAttributes||0;for(var f=l;f<s;f++)u.disableVertexAttribArray(f)}e.enableAttributes(u,t);for(var h=0,p=r;h<p.length;h+=1){p[h].enableAttributes(u,t)}a&&a.enableAttributes(u,t),o&&o.enableAttributes(u,t),e.bind(),e.setVertexAttribPointers(u,t,i);for(var d=0,g=r;d<g.length;d+=1){var m=g[d];m.bind(),m.setVertexAttribPointers(u,t,i)}a&&(a.bind(),a.setVertexAttribPointers(u,t,i)),n&&n.bind(),o&&(o.bind(),o.setVertexAttribPointers(u,t,i)),c.currentNumAttributes=l},br.prototype.destroy=function(){this.vao&&(this.context.extVertexArrayObject.deleteVertexArrayOES(this.vao),this.vao=null)};var _r=function(t,e,r,n,i){var a=t.gl;this.program=a.createProgram();var o=r?r.defines():[];i&&o.push(\"#define OVERDRAW_INSPECTOR;\");var s=o.concat(Ye.fragmentSource,e.fragmentSource).join(\"\\n\"),l=o.concat(Ye.vertexSource,e.vertexSource).join(\"\\n\"),c=a.createShader(a.FRAGMENT_SHADER);if(a.isContextLost())this.failedToCreate=!0;else{a.shaderSource(c,s),a.compileShader(c),a.attachShader(this.program,c);var u=a.createShader(a.VERTEX_SHADER);if(a.isContextLost())this.failedToCreate=!0;else{a.shaderSource(u,l),a.compileShader(u),a.attachShader(this.program,u);for(var f=r?r.layoutAttributes:[],h=0;h<f.length;h++)a.bindAttribLocation(this.program,h,f[h].name);a.linkProgram(this.program),a.deleteShader(u),a.deleteShader(c),this.numAttributes=a.getProgramParameter(this.program,a.ACTIVE_ATTRIBUTES),this.attributes={};for(var p={},d=0;d<this.numAttributes;d++){var g=a.getActiveAttrib(this.program,d);g&&(this.attributes[g.name]=a.getAttribLocation(this.program,g.name))}for(var m=a.getProgramParameter(this.program,a.ACTIVE_UNIFORMS),v=0;v<m;v++){var y=a.getActiveUniform(this.program,v);y&&(p[y.name]=a.getUniformLocation(this.program,y.name))}this.fixedUniforms=n(t,p),this.binderUniforms=r?r.getUniforms(t,p):[]}}};function wr(t,e,r){var n=1/pe(r,1,e.transform.tileZoom),i=Math.pow(2,r.tileID.overscaledZ),a=r.tileSize*Math.pow(2,e.transform.tileZoom)/i,o=a*(r.tileID.canonical.x+r.tileID.wrap*i),s=a*r.tileID.canonical.y;return{u_image:0,u_texsize:r.imageAtlasTexture.size,u_scale:[n,t.fromScale,t.toScale],u_fade:t.t,u_pixel_coord_upper:[o>>16,s>>16],u_pixel_coord_lower:[65535&o,65535&s]}}_r.prototype.draw=function(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g){var m,v=t.gl;if(!this.failedToCreate){for(var y in t.program.set(this.program),t.setDepthMode(r),t.setStencilMode(n),t.setColorMode(i),t.setCullFace(a),this.fixedUniforms)this.fixedUniforms[y].set(o[y]);p&&p.setUniforms(t,this.binderUniforms,f,{zoom:h});for(var x=(m={},m[v.LINES]=2,m[v.TRIANGLES]=3,m[v.LINE_STRIP]=1,m)[e],b=0,_=u.get();b<_.length;b+=1){var w=_[b],T=w.vaos||(w.vaos={});(T[s]||(T[s]=new br)).bind(t,this,l,p?p.getPaintVertexBuffers():[],c,w.vertexOffset,d,g),v.drawElements(e,w.primitiveLength*x,v.UNSIGNED_SHORT,w.primitiveOffset*x*2)}}};var Tr=function(e,r,n,i){var a=r.style.light,o=a.properties.get(\"position\"),s=[o.x,o.y,o.z],l=t.create$1();\"viewport\"===a.properties.get(\"anchor\")&&t.fromRotation(l,-r.transform.angle),t.transformMat3(s,s,l);var c=a.properties.get(\"color\");return{u_matrix:e,u_lightpos:s,u_lightintensity:a.properties.get(\"intensity\"),u_lightcolor:[c.r,c.g,c.b],u_vertical_gradient:+n,u_opacity:i}},kr=function(e,r,n,i,a,o,s){return t.extend(Tr(e,r,n,i),wr(o,r,s),{u_height_factor:-Math.pow(2,a.overscaledZ)/s.tileSize/8})},Ar=function(t){return{u_matrix:t}},Mr=function(e,r,n,i){return t.extend(Ar(e),wr(n,r,i))},Sr=function(t,e){return{u_matrix:t,u_world:e}},Er=function(e,r,n,i,a){return t.extend(Mr(e,r,n,i),{u_world:a})},Lr=function(e,r,n,i){var a,o,s=e.transform;if(\"map\"===i.paint.get(\"circle-pitch-alignment\")){var l=pe(n,1,s.zoom);a=!0,o=[l,l]}else a=!1,o=s.pixelsToGLUnits;return{u_camera_to_center_distance:s.cameraToCenterDistance,u_scale_with_map:+(\"map\"===i.paint.get(\"circle-pitch-scale\")),u_matrix:e.translatePosMatrix(r.posMatrix,n,i.paint.get(\"circle-translate\"),i.paint.get(\"circle-translate-anchor\")),u_pitch_with_map:+a,u_device_pixel_ratio:t.browser.devicePixelRatio,u_extrude_scale:o}},Cr=function(t,e,r){var n=pe(r,1,e.zoom),i=Math.pow(2,e.zoom-r.tileID.overscaledZ),a=r.tileID.overscaleFactor();return{u_matrix:t,u_camera_to_center_distance:e.cameraToCenterDistance,u_pixels_to_tile_units:n,u_extrude_scale:[e.pixelsToGLUnits[0]/(n*i),e.pixelsToGLUnits[1]/(n*i)],u_overscale_factor:a}},Pr=function(t,e,r){return{u_matrix:t,u_inv_matrix:e,u_camera_to_center_distance:r.cameraToCenterDistance,u_viewport_size:[r.width,r.height]}},Ir=function(t,e,r){return void 0===r&&(r=1),{u_matrix:t,u_color:e,u_overlay:0,u_overlay_scale:r}},Or=function(t){return{u_matrix:t}},zr=function(t,e,r,n){return{u_matrix:t,u_extrude_scale:pe(e,1,r),u_intensity:n}};function Dr(e,r){var n=Math.pow(2,r.canonical.z),i=r.canonical.y;return[new t.MercatorCoordinate(0,i/n).toLngLat().lat,new t.MercatorCoordinate(0,(i+1)/n).toLngLat().lat]}var Rr=function(e,r,n){var i=e.transform;return{u_matrix:Ur(e,r,n),u_ratio:1/pe(r,1,i.zoom),u_device_pixel_ratio:t.browser.devicePixelRatio,u_units_to_pixels:[1/i.pixelsToGLUnits[0],1/i.pixelsToGLUnits[1]]}},Fr=function(e,r,n){return t.extend(Rr(e,r,n),{u_image:0})},Br=function(e,r,n,i){var a=e.transform,o=jr(r,a);return{u_matrix:Ur(e,r,n),u_texsize:r.imageAtlasTexture.size,u_ratio:1/pe(r,1,a.zoom),u_device_pixel_ratio:t.browser.devicePixelRatio,u_image:0,u_scale:[o,i.fromScale,i.toScale],u_fade:i.t,u_units_to_pixels:[1/a.pixelsToGLUnits[0],1/a.pixelsToGLUnits[1]]}},Nr=function(e,r,n,i,a){var o=e.transform,s=e.lineAtlas,l=jr(r,o),c=\"round\"===n.layout.get(\"line-cap\"),u=s.getDash(i.from,c),f=s.getDash(i.to,c),h=u.width*a.fromScale,p=f.width*a.toScale;return t.extend(Rr(e,r,n),{u_patternscale_a:[l/h,-u.height/2],u_patternscale_b:[l/p,-f.height/2],u_sdfgamma:s.width/(256*Math.min(h,p)*t.browser.devicePixelRatio)/2,u_image:0,u_tex_y_a:u.y,u_tex_y_b:f.y,u_mix:a.t})};function jr(t,e){return 1/pe(t,1,e.tileZoom)}function Ur(t,e,r){return t.translatePosMatrix(e.tileID.posMatrix,e,r.paint.get(\"line-translate\"),r.paint.get(\"line-translate-anchor\"))}var Vr=function(t,e,r,n,i){return{u_matrix:t,u_tl_parent:e,u_scale_parent:r,u_buffer_scale:1,u_fade_t:n.mix,u_opacity:n.opacity*i.paint.get(\"raster-opacity\"),u_image0:0,u_image1:1,u_brightness_low:i.paint.get(\"raster-brightness-min\"),u_brightness_high:i.paint.get(\"raster-brightness-max\"),u_saturation_factor:(o=i.paint.get(\"raster-saturation\"),o>0?1-1/(1.001-o):-o),u_contrast_factor:(a=i.paint.get(\"raster-contrast\"),a>0?1/(1-a):1+a),u_spin_weights:Hr(i.paint.get(\"raster-hue-rotate\"))};var a,o};function Hr(t){t*=Math.PI/180;var e=Math.sin(t),r=Math.cos(t);return[(2*r+1)/3,(-Math.sqrt(3)*e-r+1)/3,(Math.sqrt(3)*e-r+1)/3]}var qr,Gr=function(t,e,r,n,i,a,o,s,l,c){var u=i.transform;return{u_is_size_zoom_constant:+(\"constant\"===t||\"source\"===t),u_is_size_feature_constant:+(\"constant\"===t||\"camera\"===t),u_size_t:e?e.uSizeT:0,u_size:e?e.uSize:0,u_camera_to_center_distance:u.cameraToCenterDistance,u_pitch:u.pitch/360*2*Math.PI,u_rotate_symbol:+r,u_aspect_ratio:u.width/u.height,u_fade_change:i.options.fadeDuration?i.symbolFadeChange:1,u_matrix:a,u_label_plane_matrix:o,u_coord_matrix:s,u_is_text:+l,u_pitch_with_map:+n,u_texsize:c,u_texture:0}},Yr=function(e,r,n,i,a,o,s,l,c,u,f){var h=a.transform;return t.extend(Gr(e,r,n,i,a,o,s,l,c,u),{u_gamma_scale:i?Math.cos(h._pitch)*h.cameraToCenterDistance:1,u_device_pixel_ratio:t.browser.devicePixelRatio,u_is_halo:+f})},Wr=function(e,r,n,i,a,o,s,l,c,u){return t.extend(Yr(e,r,n,i,a,o,s,l,!0,c,!0),{u_texsize_icon:u,u_texture_icon:1})},Xr=function(t,e,r){return{u_matrix:t,u_opacity:e,u_color:r}},Zr=function(e,r,n,i,a,o){return t.extend(function(t,e,r,n){var i=r.imageManager.getPattern(t.from.toString()),a=r.imageManager.getPattern(t.to.toString()),o=r.imageManager.getPixelSize(),s=o.width,l=o.height,c=Math.pow(2,n.tileID.overscaledZ),u=n.tileSize*Math.pow(2,r.transform.tileZoom)/c,f=u*(n.tileID.canonical.x+n.tileID.wrap*c),h=u*n.tileID.canonical.y;return{u_image:0,u_pattern_tl_a:i.tl,u_pattern_br_a:i.br,u_pattern_tl_b:a.tl,u_pattern_br_b:a.br,u_texsize:[s,l],u_mix:e.t,u_pattern_size_a:i.displaySize,u_pattern_size_b:a.displaySize,u_scale_a:e.fromScale,u_scale_b:e.toScale,u_tile_units_to_pixels:1/pe(n,1,r.transform.tileZoom),u_pixel_coord_upper:[f>>16,h>>16],u_pixel_coord_lower:[65535&f,65535&h]}}(i,o,n,a),{u_matrix:e,u_opacity:r})},Jr={fillExtrusion:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_lightpos:new t.Uniform3f(e,r.u_lightpos),u_lightintensity:new t.Uniform1f(e,r.u_lightintensity),u_lightcolor:new t.Uniform3f(e,r.u_lightcolor),u_vertical_gradient:new t.Uniform1f(e,r.u_vertical_gradient),u_opacity:new t.Uniform1f(e,r.u_opacity)}},fillExtrusionPattern:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_lightpos:new t.Uniform3f(e,r.u_lightpos),u_lightintensity:new t.Uniform1f(e,r.u_lightintensity),u_lightcolor:new t.Uniform3f(e,r.u_lightcolor),u_vertical_gradient:new t.Uniform1f(e,r.u_vertical_gradient),u_height_factor:new t.Uniform1f(e,r.u_height_factor),u_image:new t.Uniform1i(e,r.u_image),u_texsize:new t.Uniform2f(e,r.u_texsize),u_pixel_coord_upper:new t.Uniform2f(e,r.u_pixel_coord_upper),u_pixel_coord_lower:new t.Uniform2f(e,r.u_pixel_coord_lower),u_scale:new t.Uniform3f(e,r.u_scale),u_fade:new t.Uniform1f(e,r.u_fade),u_opacity:new t.Uniform1f(e,r.u_opacity)}},fill:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix)}},fillPattern:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_image:new t.Uniform1i(e,r.u_image),u_texsize:new t.Uniform2f(e,r.u_texsize),u_pixel_coord_upper:new t.Uniform2f(e,r.u_pixel_coord_upper),u_pixel_coord_lower:new t.Uniform2f(e,r.u_pixel_coord_lower),u_scale:new t.Uniform3f(e,r.u_scale),u_fade:new t.Uniform1f(e,r.u_fade)}},fillOutline:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_world:new t.Uniform2f(e,r.u_world)}},fillOutlinePattern:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_world:new t.Uniform2f(e,r.u_world),u_image:new t.Uniform1i(e,r.u_image),u_texsize:new t.Uniform2f(e,r.u_texsize),u_pixel_coord_upper:new t.Uniform2f(e,r.u_pixel_coord_upper),u_pixel_coord_lower:new t.Uniform2f(e,r.u_pixel_coord_lower),u_scale:new t.Uniform3f(e,r.u_scale),u_fade:new t.Uniform1f(e,r.u_fade)}},circle:function(e,r){return{u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_scale_with_map:new t.Uniform1i(e,r.u_scale_with_map),u_pitch_with_map:new t.Uniform1i(e,r.u_pitch_with_map),u_extrude_scale:new t.Uniform2f(e,r.u_extrude_scale),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_matrix:new t.UniformMatrix4f(e,r.u_matrix)}},collisionBox:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_pixels_to_tile_units:new t.Uniform1f(e,r.u_pixels_to_tile_units),u_extrude_scale:new t.Uniform2f(e,r.u_extrude_scale),u_overscale_factor:new t.Uniform1f(e,r.u_overscale_factor)}},collisionCircle:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_inv_matrix:new t.UniformMatrix4f(e,r.u_inv_matrix),u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_viewport_size:new t.Uniform2f(e,r.u_viewport_size)}},debug:function(e,r){return{u_color:new t.UniformColor(e,r.u_color),u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_overlay:new t.Uniform1i(e,r.u_overlay),u_overlay_scale:new t.Uniform1f(e,r.u_overlay_scale)}},clippingMask:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix)}},heatmap:function(e,r){return{u_extrude_scale:new t.Uniform1f(e,r.u_extrude_scale),u_intensity:new t.Uniform1f(e,r.u_intensity),u_matrix:new t.UniformMatrix4f(e,r.u_matrix)}},heatmapTexture:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_world:new t.Uniform2f(e,r.u_world),u_image:new t.Uniform1i(e,r.u_image),u_color_ramp:new t.Uniform1i(e,r.u_color_ramp),u_opacity:new t.Uniform1f(e,r.u_opacity)}},hillshade:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_image:new t.Uniform1i(e,r.u_image),u_latrange:new t.Uniform2f(e,r.u_latrange),u_light:new t.Uniform2f(e,r.u_light),u_shadow:new t.UniformColor(e,r.u_shadow),u_highlight:new t.UniformColor(e,r.u_highlight),u_accent:new t.UniformColor(e,r.u_accent)}},hillshadePrepare:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_image:new t.Uniform1i(e,r.u_image),u_dimension:new t.Uniform2f(e,r.u_dimension),u_zoom:new t.Uniform1f(e,r.u_zoom),u_maxzoom:new t.Uniform1f(e,r.u_maxzoom),u_unpack:new t.Uniform4f(e,r.u_unpack)}},line:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_ratio:new t.Uniform1f(e,r.u_ratio),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_units_to_pixels:new t.Uniform2f(e,r.u_units_to_pixels)}},lineGradient:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_ratio:new t.Uniform1f(e,r.u_ratio),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_units_to_pixels:new t.Uniform2f(e,r.u_units_to_pixels),u_image:new t.Uniform1i(e,r.u_image)}},linePattern:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_texsize:new t.Uniform2f(e,r.u_texsize),u_ratio:new t.Uniform1f(e,r.u_ratio),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_image:new t.Uniform1i(e,r.u_image),u_units_to_pixels:new t.Uniform2f(e,r.u_units_to_pixels),u_scale:new t.Uniform3f(e,r.u_scale),u_fade:new t.Uniform1f(e,r.u_fade)}},lineSDF:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_ratio:new t.Uniform1f(e,r.u_ratio),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_units_to_pixels:new t.Uniform2f(e,r.u_units_to_pixels),u_patternscale_a:new t.Uniform2f(e,r.u_patternscale_a),u_patternscale_b:new t.Uniform2f(e,r.u_patternscale_b),u_sdfgamma:new t.Uniform1f(e,r.u_sdfgamma),u_image:new t.Uniform1i(e,r.u_image),u_tex_y_a:new t.Uniform1f(e,r.u_tex_y_a),u_tex_y_b:new t.Uniform1f(e,r.u_tex_y_b),u_mix:new t.Uniform1f(e,r.u_mix)}},raster:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_tl_parent:new t.Uniform2f(e,r.u_tl_parent),u_scale_parent:new t.Uniform1f(e,r.u_scale_parent),u_buffer_scale:new t.Uniform1f(e,r.u_buffer_scale),u_fade_t:new t.Uniform1f(e,r.u_fade_t),u_opacity:new t.Uniform1f(e,r.u_opacity),u_image0:new t.Uniform1i(e,r.u_image0),u_image1:new t.Uniform1i(e,r.u_image1),u_brightness_low:new t.Uniform1f(e,r.u_brightness_low),u_brightness_high:new t.Uniform1f(e,r.u_brightness_high),u_saturation_factor:new t.Uniform1f(e,r.u_saturation_factor),u_contrast_factor:new t.Uniform1f(e,r.u_contrast_factor),u_spin_weights:new t.Uniform3f(e,r.u_spin_weights)}},symbolIcon:function(e,r){return{u_is_size_zoom_constant:new t.Uniform1i(e,r.u_is_size_zoom_constant),u_is_size_feature_constant:new t.Uniform1i(e,r.u_is_size_feature_constant),u_size_t:new t.Uniform1f(e,r.u_size_t),u_size:new t.Uniform1f(e,r.u_size),u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_pitch:new t.Uniform1f(e,r.u_pitch),u_rotate_symbol:new t.Uniform1i(e,r.u_rotate_symbol),u_aspect_ratio:new t.Uniform1f(e,r.u_aspect_ratio),u_fade_change:new t.Uniform1f(e,r.u_fade_change),u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_label_plane_matrix:new t.UniformMatrix4f(e,r.u_label_plane_matrix),u_coord_matrix:new t.UniformMatrix4f(e,r.u_coord_matrix),u_is_text:new t.Uniform1i(e,r.u_is_text),u_pitch_with_map:new t.Uniform1i(e,r.u_pitch_with_map),u_texsize:new t.Uniform2f(e,r.u_texsize),u_texture:new t.Uniform1i(e,r.u_texture)}},symbolSDF:function(e,r){return{u_is_size_zoom_constant:new t.Uniform1i(e,r.u_is_size_zoom_constant),u_is_size_feature_constant:new t.Uniform1i(e,r.u_is_size_feature_constant),u_size_t:new t.Uniform1f(e,r.u_size_t),u_size:new t.Uniform1f(e,r.u_size),u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_pitch:new t.Uniform1f(e,r.u_pitch),u_rotate_symbol:new t.Uniform1i(e,r.u_rotate_symbol),u_aspect_ratio:new t.Uniform1f(e,r.u_aspect_ratio),u_fade_change:new t.Uniform1f(e,r.u_fade_change),u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_label_plane_matrix:new t.UniformMatrix4f(e,r.u_label_plane_matrix),u_coord_matrix:new t.UniformMatrix4f(e,r.u_coord_matrix),u_is_text:new t.Uniform1i(e,r.u_is_text),u_pitch_with_map:new t.Uniform1i(e,r.u_pitch_with_map),u_texsize:new t.Uniform2f(e,r.u_texsize),u_texture:new t.Uniform1i(e,r.u_texture),u_gamma_scale:new t.Uniform1f(e,r.u_gamma_scale),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_is_halo:new t.Uniform1i(e,r.u_is_halo)}},symbolTextAndIcon:function(e,r){return{u_is_size_zoom_constant:new t.Uniform1i(e,r.u_is_size_zoom_constant),u_is_size_feature_constant:new t.Uniform1i(e,r.u_is_size_feature_constant),u_size_t:new t.Uniform1f(e,r.u_size_t),u_size:new t.Uniform1f(e,r.u_size),u_camera_to_center_distance:new t.Uniform1f(e,r.u_camera_to_center_distance),u_pitch:new t.Uniform1f(e,r.u_pitch),u_rotate_symbol:new t.Uniform1i(e,r.u_rotate_symbol),u_aspect_ratio:new t.Uniform1f(e,r.u_aspect_ratio),u_fade_change:new t.Uniform1f(e,r.u_fade_change),u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_label_plane_matrix:new t.UniformMatrix4f(e,r.u_label_plane_matrix),u_coord_matrix:new t.UniformMatrix4f(e,r.u_coord_matrix),u_is_text:new t.Uniform1i(e,r.u_is_text),u_pitch_with_map:new t.Uniform1i(e,r.u_pitch_with_map),u_texsize:new t.Uniform2f(e,r.u_texsize),u_texsize_icon:new t.Uniform2f(e,r.u_texsize_icon),u_texture:new t.Uniform1i(e,r.u_texture),u_texture_icon:new t.Uniform1i(e,r.u_texture_icon),u_gamma_scale:new t.Uniform1f(e,r.u_gamma_scale),u_device_pixel_ratio:new t.Uniform1f(e,r.u_device_pixel_ratio),u_is_halo:new t.Uniform1i(e,r.u_is_halo)}},background:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_opacity:new t.Uniform1f(e,r.u_opacity),u_color:new t.UniformColor(e,r.u_color)}},backgroundPattern:function(e,r){return{u_matrix:new t.UniformMatrix4f(e,r.u_matrix),u_opacity:new t.Uniform1f(e,r.u_opacity),u_image:new t.Uniform1i(e,r.u_image),u_pattern_tl_a:new t.Uniform2f(e,r.u_pattern_tl_a),u_pattern_br_a:new t.Uniform2f(e,r.u_pattern_br_a),u_pattern_tl_b:new t.Uniform2f(e,r.u_pattern_tl_b),u_pattern_br_b:new t.Uniform2f(e,r.u_pattern_br_b),u_texsize:new t.Uniform2f(e,r.u_texsize),u_mix:new t.Uniform1f(e,r.u_mix),u_pattern_size_a:new t.Uniform2f(e,r.u_pattern_size_a),u_pattern_size_b:new t.Uniform2f(e,r.u_pattern_size_b),u_scale_a:new t.Uniform1f(e,r.u_scale_a),u_scale_b:new t.Uniform1f(e,r.u_scale_b),u_pixel_coord_upper:new t.Uniform2f(e,r.u_pixel_coord_upper),u_pixel_coord_lower:new t.Uniform2f(e,r.u_pixel_coord_lower),u_tile_units_to_pixels:new t.Uniform1f(e,r.u_tile_units_to_pixels)}}};function Kr(e,r,n,i,a,o,s){for(var l=e.context,c=l.gl,u=e.useProgram(\"collisionBox\"),f=[],h=0,p=0,d=0;d<i.length;d++){var g=i[d],m=r.getTile(g),v=m.getBucket(n);if(v){var y=g.posMatrix;0===a[0]&&0===a[1]||(y=e.translatePosMatrix(g.posMatrix,m,a,o));var x=s?v.textCollisionBox:v.iconCollisionBox,b=v.collisionCircleArray;if(b.length>0){var _=t.create(),w=y;t.mul(_,v.placementInvProjMatrix,e.transform.glCoordMatrix),t.mul(_,_,v.placementViewportMatrix),f.push({circleArray:b,circleOffset:p,transform:w,invTransform:_}),p=h+=b.length/4}x&&u.draw(l,c.LINES,At.disabled,Mt.disabled,e.colorModeForRenderPass(),Et.disabled,Cr(y,e.transform,m),n.id,x.layoutVertexBuffer,x.indexBuffer,x.segments,null,e.transform.zoom,null,null,x.collisionVertexBuffer)}}if(s&&f.length){var T=e.useProgram(\"collisionCircle\"),k=new t.StructArrayLayout2f1f2i16;k.resize(4*h),k._trim();for(var A=0,M=0,S=f;M<S.length;M+=1)for(var E=S[M],L=0;L<E.circleArray.length/4;L++){var C=4*L,P=E.circleArray[C+0],I=E.circleArray[C+1],O=E.circleArray[C+2],z=E.circleArray[C+3];k.emplace(A++,P,I,O,z,0),k.emplace(A++,P,I,O,z,1),k.emplace(A++,P,I,O,z,2),k.emplace(A++,P,I,O,z,3)}(!qr||qr.length<2*h)&&(qr=function(e){var r=2*e,n=new t.StructArrayLayout3ui6;n.resize(r),n._trim();for(var i=0;i<r;i++){var a=6*i;n.uint16[a+0]=4*i+0,n.uint16[a+1]=4*i+1,n.uint16[a+2]=4*i+2,n.uint16[a+3]=4*i+2,n.uint16[a+4]=4*i+3,n.uint16[a+5]=4*i+0}return n}(h));for(var D=l.createIndexBuffer(qr,!0),R=l.createVertexBuffer(k,t.collisionCircleLayout.members,!0),F=0,B=f;F<B.length;F+=1){var N=B[F],j=Pr(N.transform,N.invTransform,e.transform);T.draw(l,c.TRIANGLES,At.disabled,Mt.disabled,e.colorModeForRenderPass(),Et.disabled,j,n.id,R,D,t.SegmentVector.simpleSegment(0,2*N.circleOffset,N.circleArray.length,N.circleArray.length/2),null,e.transform.zoom,null,null,null)}R.destroy(),D.destroy()}}var Qr=t.identity(new Float32Array(16));function $r(e,r,n,i,a,o){var s=t.getAnchorAlignment(e),l=-(s.horizontalAlign-.5)*r,c=-(s.verticalAlign-.5)*n,u=t.evaluateVariableOffset(e,i);return new t.Point((l/a+u[0])*o,(c/a+u[1])*o)}function tn(e,r,n,i,a,o,s,l,c,u,f){var h=e.text.placedSymbolArray,p=e.text.dynamicLayoutVertexArray,d=e.icon.dynamicLayoutVertexArray,g={};p.clear();for(var m=0;m<h.length;m++){var v=h.get(m),y=e.allowVerticalPlacement&&!v.placedOrientation,x=v.hidden||!v.crossTileID||y?null:i[v.crossTileID];if(x){var b=new t.Point(v.anchorX,v.anchorY),_=te(b,n?l:s),w=ee(o.cameraToCenterDistance,_.signedDistanceFromCamera),T=a.evaluateSizeForFeature(e.textSizeData,u,v)*w/t.ONE_EM;n&&(T*=e.tilePixelRatio/c);for(var k=x.width,A=x.height,M=$r(x.anchor,k,A,x.textOffset,x.textBoxScale,T),S=n?te(b.add(M),s).point:_.point.add(r?M.rotate(-o.angle):M),E=e.allowVerticalPlacement&&v.placedOrientation===t.WritingMode.vertical?Math.PI/2:0,L=0;L<v.numGlyphs;L++)t.addDynamicAttributes(p,S,E);f&&v.associatedIconIndex>=0&&(g[v.associatedIconIndex]={shiftedAnchor:S,angle:E})}else ue(v.numGlyphs,p)}if(f){d.clear();for(var C=e.icon.placedSymbolArray,P=0;P<C.length;P++){var I=C.get(P);if(I.hidden)ue(I.numGlyphs,d);else{var O=g[P];if(O)for(var z=0;z<I.numGlyphs;z++)t.addDynamicAttributes(d,O.shiftedAnchor,O.angle);else ue(I.numGlyphs,d)}}e.icon.dynamicLayoutVertexBuffer.updateData(d)}e.text.dynamicLayoutVertexBuffer.updateData(p)}function en(t,e,r){return r.iconsInText&&e?\"symbolTextAndIcon\":t?\"symbolSDF\":\"symbolIcon\"}function rn(e,r,n,i,a,o,s,l,c,u,f,h){for(var p=e.context,d=p.gl,g=e.transform,m=\"map\"===l,v=\"map\"===c,y=m&&\"point\"!==n.layout.get(\"symbol-placement\"),x=m&&!v&&!y,b=void 0!==n.layout.get(\"symbol-sort-key\").constantOr(1),_=e.depthModeForSublayer(0,At.ReadOnly),w=n.layout.get(\"text-variable-anchor\"),T=[],k=0,A=i;k<A.length;k+=1){var M=A[k],S=r.getTile(M),E=S.getBucket(n);if(E){var L=a?E.text:E.icon;if(L&&L.segments.get().length){var C=L.programConfigurations.get(n.id),P=a||E.sdfIcons,I=a?E.textSizeData:E.iconSizeData,O=v||0!==g.pitch,z=e.useProgram(en(P,a,E),C),D=t.evaluateSizeForZoom(I,g.zoom),R=void 0,F=[0,0],B=void 0,N=void 0,j=null,U=void 0;if(a){if(B=S.glyphAtlasTexture,N=d.LINEAR,R=S.glyphAtlasTexture.size,E.iconsInText){F=S.imageAtlasTexture.size,j=S.imageAtlasTexture;var V=\"composite\"===I.kind||\"camera\"===I.kind;U=O||e.options.rotating||e.options.zooming||V?d.LINEAR:d.NEAREST}}else{var H=1!==n.layout.get(\"icon-size\").constantOr(0)||E.iconsNeedLinear;B=S.imageAtlasTexture,N=P||e.options.rotating||e.options.zooming||H||O?d.LINEAR:d.NEAREST,R=S.imageAtlasTexture.size}var q=pe(S,1,e.transform.zoom),G=Qt(M.posMatrix,v,m,e.transform,q),Y=$t(M.posMatrix,v,m,e.transform,q),W=w&&E.hasTextData(),X=\"none\"!==n.layout.get(\"icon-text-fit\")&&W&&E.hasIconData();y&&ne(E,M.posMatrix,e,a,G,Y,v,u);var Z=e.translatePosMatrix(M.posMatrix,S,o,s),J=y||a&&w||X?Qr:G,K=e.translatePosMatrix(Y,S,o,s,!0),Q=P&&0!==n.paint.get(a?\"text-halo-width\":\"icon-halo-width\").constantOr(1),$={program:z,buffers:L,uniformValues:P?E.iconsInText?Wr(I.kind,D,x,v,e,Z,J,K,R,F):Yr(I.kind,D,x,v,e,Z,J,K,a,R,!0):Gr(I.kind,D,x,v,e,Z,J,K,a,R),atlasTexture:B,atlasTextureIcon:j,atlasInterpolation:N,atlasInterpolationIcon:U,isSDF:P,hasHalo:Q};if(b)for(var tt=0,et=L.segments.get();tt<et.length;tt+=1){var rt=et[tt];T.push({segments:new t.SegmentVector([rt]),sortKey:rt.sortKey,state:$})}else T.push({segments:L.segments,sortKey:0,state:$})}}}b&&T.sort((function(t,e){return t.sortKey-e.sortKey}));for(var nt=0,it=T;nt<it.length;nt+=1){var at=it[nt],ot=at.state;if(p.activeTexture.set(d.TEXTURE0),ot.atlasTexture.bind(ot.atlasInterpolation,d.CLAMP_TO_EDGE),ot.atlasTextureIcon&&(p.activeTexture.set(d.TEXTURE1),ot.atlasTextureIcon&&ot.atlasTextureIcon.bind(ot.atlasInterpolationIcon,d.CLAMP_TO_EDGE)),ot.isSDF){var st=ot.uniformValues;ot.hasHalo&&(st.u_is_halo=1,nn(ot.buffers,at.segments,n,e,ot.program,_,f,h,st)),st.u_is_halo=0}nn(ot.buffers,at.segments,n,e,ot.program,_,f,h,ot.uniformValues)}}function nn(t,e,r,n,i,a,o,s,l){var c=n.context,u=c.gl;i.draw(c,u.TRIANGLES,a,o,s,Et.disabled,l,r.id,t.layoutVertexBuffer,t.indexBuffer,e,r.paint,n.transform.zoom,t.programConfigurations.get(r.id),t.dynamicLayoutVertexBuffer,t.opacityVertexBuffer)}function an(t,e,r,n,i,a,o){var s,l,c,u,f,h=t.context.gl,p=r.paint.get(\"fill-pattern\"),d=p&&p.constantOr(1),g=r.getCrossfadeParameters();o?(l=d&&!r.getPaintProperty(\"fill-outline-color\")?\"fillOutlinePattern\":\"fillOutline\",s=h.LINES):(l=d?\"fillPattern\":\"fill\",s=h.TRIANGLES);for(var m=0,v=n;m<v.length;m+=1){var y=v[m],x=e.getTile(y);if(!d||x.patternsLoaded()){var b=x.getBucket(r);if(b){var _=b.programConfigurations.get(r.id),w=t.useProgram(l,_);d&&(t.context.activeTexture.set(h.TEXTURE0),x.imageAtlasTexture.bind(h.LINEAR,h.CLAMP_TO_EDGE),_.updatePaintBuffers(g));var T=p.constantOr(null);if(T&&x.imageAtlas){var k=x.imageAtlas,A=k.patternPositions[T.to.toString()],M=k.patternPositions[T.from.toString()];A&&M&&_.setConstantPatternPositions(A,M)}var S=t.translatePosMatrix(y.posMatrix,x,r.paint.get(\"fill-translate\"),r.paint.get(\"fill-translate-anchor\"));if(o){u=b.indexBuffer2,f=b.segments2;var E=[h.drawingBufferWidth,h.drawingBufferHeight];c=\"fillOutlinePattern\"===l&&d?Er(S,t,g,x,E):Sr(S,E)}else u=b.indexBuffer,f=b.segments,c=d?Mr(S,t,g,x):Ar(S);w.draw(t.context,s,i,t.stencilModeForClipping(y),a,Et.disabled,c,r.id,b.layoutVertexBuffer,u,f,r.paint,t.transform.zoom,_)}}}}function on(t,e,r,n,i,a,o){for(var s=t.context,l=s.gl,c=r.paint.get(\"fill-extrusion-pattern\"),u=c.constantOr(1),f=r.getCrossfadeParameters(),h=r.paint.get(\"fill-extrusion-opacity\"),p=0,d=n;p<d.length;p+=1){var g=d[p],m=e.getTile(g),v=m.getBucket(r);if(v){var y=v.programConfigurations.get(r.id),x=t.useProgram(u?\"fillExtrusionPattern\":\"fillExtrusion\",y);u&&(t.context.activeTexture.set(l.TEXTURE0),m.imageAtlasTexture.bind(l.LINEAR,l.CLAMP_TO_EDGE),y.updatePaintBuffers(f));var b=c.constantOr(null);if(b&&m.imageAtlas){var _=m.imageAtlas,w=_.patternPositions[b.to.toString()],T=_.patternPositions[b.from.toString()];w&&T&&y.setConstantPatternPositions(w,T)}var k=t.translatePosMatrix(g.posMatrix,m,r.paint.get(\"fill-extrusion-translate\"),r.paint.get(\"fill-extrusion-translate-anchor\")),A=r.paint.get(\"fill-extrusion-vertical-gradient\"),M=u?kr(k,t,A,h,g,f,m):Tr(k,t,A,h);x.draw(s,s.gl.TRIANGLES,i,a,o,Et.backCCW,M,r.id,v.layoutVertexBuffer,v.indexBuffer,v.segments,r.paint,t.transform.zoom,y)}}}function sn(t,e,r,n,i,a){var o=t.context,s=o.gl,l=e.fbo;if(l){var c=t.useProgram(\"hillshade\");o.activeTexture.set(s.TEXTURE0),s.bindTexture(s.TEXTURE_2D,l.colorAttachment.get());var u=function(t,e,r){var n=r.paint.get(\"hillshade-shadow-color\"),i=r.paint.get(\"hillshade-highlight-color\"),a=r.paint.get(\"hillshade-accent-color\"),o=r.paint.get(\"hillshade-illumination-direction\")*(Math.PI/180);\"viewport\"===r.paint.get(\"hillshade-illumination-anchor\")&&(o-=t.transform.angle);var s=!t.options.moving;return{u_matrix:t.transform.calculatePosMatrix(e.tileID.toUnwrapped(),s),u_image:0,u_latrange:Dr(t,e.tileID),u_light:[r.paint.get(\"hillshade-exaggeration\"),o],u_shadow:n,u_highlight:i,u_accent:a}}(t,e,r);c.draw(o,s.TRIANGLES,n,i,a,Et.disabled,u,r.id,t.rasterBoundsBuffer,t.quadTriangleIndexBuffer,t.rasterBoundsSegments)}}function ln(e,r,n,i,a,o,s){var l=e.context,c=l.gl,u=r.dem;if(u&&u.data){var f=u.dim,h=u.stride,p=u.getPixels();if(l.activeTexture.set(c.TEXTURE1),l.pixelStoreUnpackPremultiplyAlpha.set(!1),r.demTexture=r.demTexture||e.getTileTexture(h),r.demTexture){var d=r.demTexture;d.update(p,{premultiply:!1}),d.bind(c.NEAREST,c.CLAMP_TO_EDGE)}else r.demTexture=new t.Texture(l,p,c.RGBA,{premultiply:!1}),r.demTexture.bind(c.NEAREST,c.CLAMP_TO_EDGE);l.activeTexture.set(c.TEXTURE0);var g=r.fbo;if(!g){var m=new t.Texture(l,{width:f,height:f,data:null},c.RGBA);m.bind(c.LINEAR,c.CLAMP_TO_EDGE),(g=r.fbo=l.createFramebuffer(f,f,!0)).colorAttachment.set(m.texture)}l.bindFramebuffer.set(g.framebuffer),l.viewport.set([0,0,f,f]),e.useProgram(\"hillshadePrepare\").draw(l,c.TRIANGLES,a,o,s,Et.disabled,function(e,r,n){var i=r.stride,a=t.create();return t.ortho(a,0,t.EXTENT,-t.EXTENT,0,0,1),t.translate(a,a,[0,-t.EXTENT,0]),{u_matrix:a,u_image:1,u_dimension:[i,i],u_zoom:e.overscaledZ,u_maxzoom:n,u_unpack:r.getUnpackVector()}}(r.tileID,u,i),n.id,e.rasterBoundsBuffer,e.quadTriangleIndexBuffer,e.rasterBoundsSegments),r.needsHillshadePrepare=!1}}function cn(e,r,n,i,a){var o=i.paint.get(\"raster-fade-duration\");if(o>0){var s=t.browser.now(),l=(s-e.timeAdded)/o,c=r?(s-r.timeAdded)/o:-1,u=n.getSource(),f=a.coveringZoomLevel({tileSize:u.tileSize,roundZoom:u.roundZoom}),h=!r||Math.abs(r.tileID.overscaledZ-f)>Math.abs(e.tileID.overscaledZ-f),p=h&&e.refreshedUponExpiration?1:t.clamp(h?l:1-c,0,1);return e.refreshedUponExpiration&&l>=1&&(e.refreshedUponExpiration=!1),r?{opacity:1,mix:1-p}:{opacity:p,mix:0}}return{opacity:1,mix:0}}var un=new t.Color(1,0,0,1),fn=new t.Color(0,1,0,1),hn=new t.Color(0,0,1,1),pn=new t.Color(1,0,1,1),dn=new t.Color(0,1,1,1);function gn(t){var e=t.transform.padding;mn(t,t.transform.height-(e.top||0),3,un),mn(t,e.bottom||0,3,fn),vn(t,e.left||0,3,hn),vn(t,t.transform.width-(e.right||0),3,pn);var r=t.transform.centerPoint;!function(t,e,r,n){yn(t,e-1,r-10,2,20,n),yn(t,e-10,r-1,20,2,n)}(t,r.x,t.transform.height-r.y,dn)}function mn(t,e,r,n){yn(t,0,e+r/2,t.transform.width,r,n)}function vn(t,e,r,n){yn(t,e-r/2,0,r,t.transform.height,n)}function yn(e,r,n,i,a,o){var s=e.context,l=s.gl;l.enable(l.SCISSOR_TEST),l.scissor(r*t.browser.devicePixelRatio,n*t.browser.devicePixelRatio,i*t.browser.devicePixelRatio,a*t.browser.devicePixelRatio),s.clear({color:o}),l.disable(l.SCISSOR_TEST)}function xn(e,r,n){var i=e.context,a=i.gl,o=n.posMatrix,s=e.useProgram(\"debug\"),l=At.disabled,c=Mt.disabled,u=e.colorModeForRenderPass();i.activeTexture.set(a.TEXTURE0),e.emptyTexture.bind(a.LINEAR,a.CLAMP_TO_EDGE),s.draw(i,a.LINE_STRIP,l,c,u,Et.disabled,Ir(o,t.Color.red),\"$debug\",e.debugBuffer,e.tileBorderIndexBuffer,e.debugSegments);var f=r.getTileByID(n.key).latestRawTileData,h=f&&f.byteLength||0,p=Math.floor(h/1024),d=r.getTile(n).tileSize,g=512/Math.min(d,512)*(n.overscaledZ/e.transform.zoom)*.5,m=n.canonical.toString();n.overscaledZ!==n.canonical.z&&(m+=\" => \"+n.overscaledZ),function(t,e){t.initDebugOverlayCanvas();var r=t.debugOverlayCanvas,n=t.context.gl,i=t.debugOverlayCanvas.getContext(\"2d\");i.clearRect(0,0,r.width,r.height),i.shadowColor=\"white\",i.shadowBlur=2,i.lineWidth=1.5,i.strokeStyle=\"white\",i.textBaseline=\"top\",i.font=\"bold 36px Open Sans, sans-serif\",i.fillText(e,5,5),i.strokeText(e,5,5),t.debugOverlayTexture.update(r),t.debugOverlayTexture.bind(n.LINEAR,n.CLAMP_TO_EDGE)}(e,m+\" \"+p+\"kb\"),s.draw(i,a.TRIANGLES,l,c,St.alphaBlended,Et.disabled,Ir(o,t.Color.transparent,g),\"$debug\",e.debugBuffer,e.quadTriangleIndexBuffer,e.debugSegments)}var bn={symbol:function(e,r,n,i,a){if(\"translucent\"===e.renderPass){var o=Mt.disabled,s=e.colorModeForRenderPass();n.layout.get(\"text-variable-anchor\")&&function(e,r,n,i,a,o,s){for(var l=r.transform,c=\"map\"===a,u=\"map\"===o,f=0,h=e;f<h.length;f+=1){var p=h[f],d=i.getTile(p),g=d.getBucket(n);if(g&&g.text&&g.text.segments.get().length){var m=g.textSizeData,v=t.evaluateSizeForZoom(m,l.zoom),y=pe(d,1,r.transform.zoom),x=Qt(p.posMatrix,u,c,r.transform,y),b=\"none\"!==n.layout.get(\"icon-text-fit\")&&g.hasIconData();if(v){var _=Math.pow(2,l.zoom-d.tileID.overscaledZ);tn(g,c,u,s,t.symbolSize,l,x,p.posMatrix,_,v,b)}}}}(i,e,n,r,n.layout.get(\"text-rotation-alignment\"),n.layout.get(\"text-pitch-alignment\"),a),0!==n.paint.get(\"icon-opacity\").constantOr(1)&&rn(e,r,n,i,!1,n.paint.get(\"icon-translate\"),n.paint.get(\"icon-translate-anchor\"),n.layout.get(\"icon-rotation-alignment\"),n.layout.get(\"icon-pitch-alignment\"),n.layout.get(\"icon-keep-upright\"),o,s),0!==n.paint.get(\"text-opacity\").constantOr(1)&&rn(e,r,n,i,!0,n.paint.get(\"text-translate\"),n.paint.get(\"text-translate-anchor\"),n.layout.get(\"text-rotation-alignment\"),n.layout.get(\"text-pitch-alignment\"),n.layout.get(\"text-keep-upright\"),o,s),r.map.showCollisionBoxes&&(Kr(e,r,n,i,n.paint.get(\"text-translate\"),n.paint.get(\"text-translate-anchor\"),!0),Kr(e,r,n,i,n.paint.get(\"icon-translate\"),n.paint.get(\"icon-translate-anchor\"),!1))}},circle:function(e,r,n,i){if(\"translucent\"===e.renderPass){var a=n.paint.get(\"circle-opacity\"),o=n.paint.get(\"circle-stroke-width\"),s=n.paint.get(\"circle-stroke-opacity\"),l=void 0!==n.layout.get(\"circle-sort-key\").constantOr(1);if(0!==a.constantOr(1)||0!==o.constantOr(1)&&0!==s.constantOr(1)){for(var c=e.context,u=c.gl,f=e.depthModeForSublayer(0,At.ReadOnly),h=Mt.disabled,p=e.colorModeForRenderPass(),d=[],g=0;g<i.length;g++){var m=i[g],v=r.getTile(m),y=v.getBucket(n);if(y){var x=y.programConfigurations.get(n.id),b={programConfiguration:x,program:e.useProgram(\"circle\",x),layoutVertexBuffer:y.layoutVertexBuffer,indexBuffer:y.indexBuffer,uniformValues:Lr(e,m,v,n)};if(l)for(var _=0,w=y.segments.get();_<w.length;_+=1){var T=w[_];d.push({segments:new t.SegmentVector([T]),sortKey:T.sortKey,state:b})}else d.push({segments:y.segments,sortKey:0,state:b})}}l&&d.sort((function(t,e){return t.sortKey-e.sortKey}));for(var k=0,A=d;k<A.length;k+=1){var M=A[k],S=M.state,E=S.programConfiguration,L=S.program,C=S.layoutVertexBuffer,P=S.indexBuffer,I=S.uniformValues,O=M.segments;L.draw(c,u.TRIANGLES,f,h,p,Et.disabled,I,n.id,C,P,O,n.paint,e.transform.zoom,E)}}}},heatmap:function(e,r,n,i){if(0!==n.paint.get(\"heatmap-opacity\"))if(\"offscreen\"===e.renderPass){var a=e.context,o=a.gl,s=Mt.disabled,l=new St([o.ONE,o.ONE],t.Color.transparent,[!0,!0,!0,!0]);!function(t,e,r){var n=t.gl;t.activeTexture.set(n.TEXTURE1),t.viewport.set([0,0,e.width/4,e.height/4]);var i=r.heatmapFbo;if(i)n.bindTexture(n.TEXTURE_2D,i.colorAttachment.get()),t.bindFramebuffer.set(i.framebuffer);else{var a=n.createTexture();n.bindTexture(n.TEXTURE_2D,a),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_WRAP_S,n.CLAMP_TO_EDGE),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_WRAP_T,n.CLAMP_TO_EDGE),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_MIN_FILTER,n.LINEAR),n.texParameteri(n.TEXTURE_2D,n.TEXTURE_MAG_FILTER,n.LINEAR),i=r.heatmapFbo=t.createFramebuffer(e.width/4,e.height/4,!1),function(t,e,r,n){var i=t.gl,a=t.extRenderToTextureHalfFloat?t.extTextureHalfFloat.HALF_FLOAT_OES:i.UNSIGNED_BYTE;i.texImage2D(i.TEXTURE_2D,0,i.RGBA,e.width/4,e.height/4,0,i.RGBA,a,null),n.colorAttachment.set(r)}(t,e,a,i)}}(a,e,n),a.clear({color:t.Color.transparent});for(var c=0;c<i.length;c++){var u=i[c];if(!r.hasRenderableParent(u)){var f=r.getTile(u),h=f.getBucket(n);if(h){var p=h.programConfigurations.get(n.id),d=e.useProgram(\"heatmap\",p),g=e.transform.zoom;d.draw(a,o.TRIANGLES,At.disabled,s,l,Et.disabled,zr(u.posMatrix,f,g,n.paint.get(\"heatmap-intensity\")),n.id,h.layoutVertexBuffer,h.indexBuffer,h.segments,n.paint,e.transform.zoom,p)}}}a.viewport.set([0,0,e.width,e.height])}else\"translucent\"===e.renderPass&&(e.context.setColorMode(e.colorModeForRenderPass()),function(e,r){var n=e.context,i=n.gl,a=r.heatmapFbo;if(!a)return;n.activeTexture.set(i.TEXTURE0),i.bindTexture(i.TEXTURE_2D,a.colorAttachment.get()),n.activeTexture.set(i.TEXTURE1);var o=r.colorRampTexture;o||(o=r.colorRampTexture=new t.Texture(n,r.colorRamp,i.RGBA));o.bind(i.LINEAR,i.CLAMP_TO_EDGE),e.useProgram(\"heatmapTexture\").draw(n,i.TRIANGLES,At.disabled,Mt.disabled,e.colorModeForRenderPass(),Et.disabled,function(e,r,n,i){var a=t.create();t.ortho(a,0,e.width,e.height,0,0,1);var o=e.context.gl;return{u_matrix:a,u_world:[o.drawingBufferWidth,o.drawingBufferHeight],u_image:n,u_color_ramp:i,u_opacity:r.paint.get(\"heatmap-opacity\")}}(e,r,0,1),r.id,e.viewportBuffer,e.quadTriangleIndexBuffer,e.viewportSegments,r.paint,e.transform.zoom)}(e,n))},line:function(e,r,n,i){if(\"translucent\"===e.renderPass){var a=n.paint.get(\"line-opacity\"),o=n.paint.get(\"line-width\");if(0!==a.constantOr(1)&&0!==o.constantOr(1)){var s=e.depthModeForSublayer(0,At.ReadOnly),l=e.colorModeForRenderPass(),c=n.paint.get(\"line-dasharray\"),u=n.paint.get(\"line-pattern\"),f=u.constantOr(1),h=n.paint.get(\"line-gradient\"),p=n.getCrossfadeParameters(),d=f?\"linePattern\":c?\"lineSDF\":h?\"lineGradient\":\"line\",g=e.context,m=g.gl,v=!0;if(h){g.activeTexture.set(m.TEXTURE0);var y=n.gradientTexture;if(!n.gradient)return;y||(y=n.gradientTexture=new t.Texture(g,n.gradient,m.RGBA)),y.bind(m.LINEAR,m.CLAMP_TO_EDGE)}for(var x=0,b=i;x<b.length;x+=1){var _=b[x],w=r.getTile(_);if(!f||w.patternsLoaded()){var T=w.getBucket(n);if(T){var k=T.programConfigurations.get(n.id),A=e.context.program.get(),M=e.useProgram(d,k),S=v||M.program!==A,E=u.constantOr(null);if(E&&w.imageAtlas){var L=w.imageAtlas,C=L.patternPositions[E.to.toString()],P=L.patternPositions[E.from.toString()];C&&P&&k.setConstantPatternPositions(C,P)}var I=f?Br(e,w,n,p):c?Nr(e,w,n,c,p):h?Fr(e,w,n):Rr(e,w,n);f?(g.activeTexture.set(m.TEXTURE0),w.imageAtlasTexture.bind(m.LINEAR,m.CLAMP_TO_EDGE),k.updatePaintBuffers(p)):c&&(S||e.lineAtlas.dirty)&&(g.activeTexture.set(m.TEXTURE0),e.lineAtlas.bind(g)),M.draw(g,m.TRIANGLES,s,e.stencilModeForClipping(_),l,Et.disabled,I,n.id,T.layoutVertexBuffer,T.indexBuffer,T.segments,n.paint,e.transform.zoom,k),v=!1}}}}}},fill:function(e,r,n,i){var a=n.paint.get(\"fill-color\"),o=n.paint.get(\"fill-opacity\");if(0!==o.constantOr(1)){var s=e.colorModeForRenderPass(),l=n.paint.get(\"fill-pattern\"),c=e.opaquePassEnabledForLayer()&&!l.constantOr(1)&&1===a.constantOr(t.Color.transparent).a&&1===o.constantOr(0)?\"opaque\":\"translucent\";if(e.renderPass===c){var u=e.depthModeForSublayer(1,\"opaque\"===e.renderPass?At.ReadWrite:At.ReadOnly);an(e,r,n,i,u,s,!1)}if(\"translucent\"===e.renderPass&&n.paint.get(\"fill-antialias\")){var f=e.depthModeForSublayer(n.getPaintProperty(\"fill-outline-color\")?2:0,At.ReadOnly);an(e,r,n,i,f,s,!0)}}},\"fill-extrusion\":function(t,e,r,n){var i=r.paint.get(\"fill-extrusion-opacity\");if(0!==i&&\"translucent\"===t.renderPass){var a=new At(t.context.gl.LEQUAL,At.ReadWrite,t.depthRangeFor3D);if(1!==i||r.paint.get(\"fill-extrusion-pattern\").constantOr(1))on(t,e,r,n,a,Mt.disabled,St.disabled),on(t,e,r,n,a,t.stencilModeFor3D(),t.colorModeForRenderPass());else{var o=t.colorModeForRenderPass();on(t,e,r,n,a,Mt.disabled,o)}}},hillshade:function(t,e,r,n){if(\"offscreen\"===t.renderPass||\"translucent\"===t.renderPass){for(var i=t.context,a=e.getSource().maxzoom,o=t.depthModeForSublayer(0,At.ReadOnly),s=t.colorModeForRenderPass(),l=\"translucent\"===t.renderPass?t.stencilConfigForOverlap(n):[{},n],c=l[0],u=0,f=l[1];u<f.length;u+=1){var h=f[u],p=e.getTile(h);p.needsHillshadePrepare&&\"offscreen\"===t.renderPass?ln(t,p,r,a,o,Mt.disabled,s):\"translucent\"===t.renderPass&&sn(t,p,r,o,c[h.overscaledZ],s)}i.viewport.set([0,0,t.width,t.height])}},raster:function(t,e,r,n){if(\"translucent\"===t.renderPass&&0!==r.paint.get(\"raster-opacity\")&&n.length)for(var i=t.context,a=i.gl,o=e.getSource(),s=t.useProgram(\"raster\"),l=t.colorModeForRenderPass(),c=o instanceof I?[{},n]:t.stencilConfigForOverlap(n),u=c[0],f=c[1],h=f[f.length-1].overscaledZ,p=!t.options.moving,d=0,g=f;d<g.length;d+=1){var m=g[d],v=t.depthModeForSublayer(m.overscaledZ-h,1===r.paint.get(\"raster-opacity\")?At.ReadWrite:At.ReadOnly,a.LESS),y=e.getTile(m),x=t.transform.calculatePosMatrix(m.toUnwrapped(),p);y.registerFadeDuration(r.paint.get(\"raster-fade-duration\"));var b=e.findLoadedParent(m,0),_=cn(y,b,e,r,t.transform),w=void 0,T=void 0,k=\"nearest\"===r.paint.get(\"raster-resampling\")?a.NEAREST:a.LINEAR;i.activeTexture.set(a.TEXTURE0),y.texture.bind(k,a.CLAMP_TO_EDGE,a.LINEAR_MIPMAP_NEAREST),i.activeTexture.set(a.TEXTURE1),b?(b.texture.bind(k,a.CLAMP_TO_EDGE,a.LINEAR_MIPMAP_NEAREST),w=Math.pow(2,b.tileID.overscaledZ-y.tileID.overscaledZ),T=[y.tileID.canonical.x*w%1,y.tileID.canonical.y*w%1]):y.texture.bind(k,a.CLAMP_TO_EDGE,a.LINEAR_MIPMAP_NEAREST);var A=Vr(x,T||[0,0],w||1,_,r);o instanceof I?s.draw(i,a.TRIANGLES,v,Mt.disabled,l,Et.disabled,A,r.id,o.boundsBuffer,t.quadTriangleIndexBuffer,o.boundsSegments):s.draw(i,a.TRIANGLES,v,u[m.overscaledZ],l,Et.disabled,A,r.id,t.rasterBoundsBuffer,t.quadTriangleIndexBuffer,t.rasterBoundsSegments)}},background:function(t,e,r){var n=r.paint.get(\"background-color\"),i=r.paint.get(\"background-opacity\");if(0!==i){var a=t.context,o=a.gl,s=t.transform,l=s.tileSize,c=r.paint.get(\"background-pattern\");if(!t.isPatternMissing(c)){var u=!c&&1===n.a&&1===i&&t.opaquePassEnabledForLayer()?\"opaque\":\"translucent\";if(t.renderPass===u){var f=Mt.disabled,h=t.depthModeForSublayer(0,\"opaque\"===u?At.ReadWrite:At.ReadOnly),p=t.colorModeForRenderPass(),d=t.useProgram(c?\"backgroundPattern\":\"background\"),g=s.coveringTiles({tileSize:l});c&&(a.activeTexture.set(o.TEXTURE0),t.imageManager.bind(t.context));for(var m=r.getCrossfadeParameters(),v=0,y=g;v<y.length;v+=1){var x=y[v],b=t.transform.calculatePosMatrix(x.toUnwrapped()),_=c?Zr(b,i,t,c,{tileID:x,tileSize:l},m):Xr(b,i,n);d.draw(a,o.TRIANGLES,h,f,p,Et.disabled,_,r.id,t.tileExtentBuffer,t.quadTriangleIndexBuffer,t.tileExtentSegments)}}}}},debug:function(t,e,r){for(var n=0;n<r.length;n++)xn(t,e,r[n])},custom:function(t,e,r){var n=t.context,i=r.implementation;if(\"offscreen\"===t.renderPass){var a=i.prerender;a&&(t.setCustomLayerDefaults(),n.setColorMode(t.colorModeForRenderPass()),a.call(i,n.gl,t.transform.customLayerMatrix()),n.setDirty(),t.setBaseState())}else if(\"translucent\"===t.renderPass){t.setCustomLayerDefaults(),n.setColorMode(t.colorModeForRenderPass()),n.setStencilMode(Mt.disabled);var o=\"3d\"===i.renderingMode?new At(t.context.gl.LEQUAL,At.ReadWrite,t.depthRangeFor3D):t.depthModeForSublayer(0,At.ReadOnly);n.setDepthMode(o),i.render(n.gl,t.transform.customLayerMatrix()),n.setDirty(),t.setBaseState(),n.bindFramebuffer.set(null)}}},_n=function(t,e){this.context=new Lt(t),this.transform=e,this._tileTextures={},this.setup(),this.numSublayers=Ct.maxUnderzooming+Ct.maxOverzooming+1,this.depthEpsilon=1/Math.pow(2,16),this.crossTileSymbolIndex=new Ne,this.gpuTimers={}};_n.prototype.resize=function(e,r){if(this.width=e*t.browser.devicePixelRatio,this.height=r*t.browser.devicePixelRatio,this.context.viewport.set([0,0,this.width,this.height]),this.style)for(var n=0,i=this.style._order;n<i.length;n+=1){var a=i[n];this.style._layers[a].resize()}},_n.prototype.setup=function(){var e=this.context,r=new t.StructArrayLayout2i4;r.emplaceBack(0,0),r.emplaceBack(t.EXTENT,0),r.emplaceBack(0,t.EXTENT),r.emplaceBack(t.EXTENT,t.EXTENT),this.tileExtentBuffer=e.createVertexBuffer(r,Ge.members),this.tileExtentSegments=t.SegmentVector.simpleSegment(0,0,4,2);var n=new t.StructArrayLayout2i4;n.emplaceBack(0,0),n.emplaceBack(t.EXTENT,0),n.emplaceBack(0,t.EXTENT),n.emplaceBack(t.EXTENT,t.EXTENT),this.debugBuffer=e.createVertexBuffer(n,Ge.members),this.debugSegments=t.SegmentVector.simpleSegment(0,0,4,5);var i=new t.StructArrayLayout4i8;i.emplaceBack(0,0,0,0),i.emplaceBack(t.EXTENT,0,t.EXTENT,0),i.emplaceBack(0,t.EXTENT,0,t.EXTENT),i.emplaceBack(t.EXTENT,t.EXTENT,t.EXTENT,t.EXTENT),this.rasterBoundsBuffer=e.createVertexBuffer(i,P.members),this.rasterBoundsSegments=t.SegmentVector.simpleSegment(0,0,4,2);var a=new t.StructArrayLayout2i4;a.emplaceBack(0,0),a.emplaceBack(1,0),a.emplaceBack(0,1),a.emplaceBack(1,1),this.viewportBuffer=e.createVertexBuffer(a,Ge.members),this.viewportSegments=t.SegmentVector.simpleSegment(0,0,4,2);var o=new t.StructArrayLayout1ui2;o.emplaceBack(0),o.emplaceBack(1),o.emplaceBack(3),o.emplaceBack(2),o.emplaceBack(0),this.tileBorderIndexBuffer=e.createIndexBuffer(o);var s=new t.StructArrayLayout3ui6;s.emplaceBack(0,1,2),s.emplaceBack(2,1,3),this.quadTriangleIndexBuffer=e.createIndexBuffer(s),this.emptyTexture=new t.Texture(e,{width:1,height:1,data:new Uint8Array([0,0,0,0])},e.gl.RGBA);var l=this.context.gl;this.stencilClearMode=new Mt({func:l.ALWAYS,mask:0},0,255,l.ZERO,l.ZERO,l.ZERO)},_n.prototype.clearStencil=function(){var e=this.context,r=e.gl;this.nextStencilID=1,this.currentStencilSource=void 0;var n=t.create();t.ortho(n,0,this.width,this.height,0,0,1),t.scale(n,n,[r.drawingBufferWidth,r.drawingBufferHeight,0]),this.useProgram(\"clippingMask\").draw(e,r.TRIANGLES,At.disabled,this.stencilClearMode,St.disabled,Et.disabled,Or(n),\"$clipping\",this.viewportBuffer,this.quadTriangleIndexBuffer,this.viewportSegments)},_n.prototype._renderTileClippingMasks=function(t,e){if(this.currentStencilSource!==t.source&&t.isTileClipped()&&e&&e.length){this.currentStencilSource=t.source;var r=this.context,n=r.gl;this.nextStencilID+e.length>256&&this.clearStencil(),r.setColorMode(St.disabled),r.setDepthMode(At.disabled);var i=this.useProgram(\"clippingMask\");this._tileClippingMaskIDs={};for(var a=0,o=e;a<o.length;a+=1){var s=o[a],l=this._tileClippingMaskIDs[s.key]=this.nextStencilID++;i.draw(r,n.TRIANGLES,At.disabled,new Mt({func:n.ALWAYS,mask:0},l,255,n.KEEP,n.KEEP,n.REPLACE),St.disabled,Et.disabled,Or(s.posMatrix),\"$clipping\",this.tileExtentBuffer,this.quadTriangleIndexBuffer,this.tileExtentSegments)}}},_n.prototype.stencilModeFor3D=function(){this.currentStencilSource=void 0,this.nextStencilID+1>256&&this.clearStencil();var t=this.nextStencilID++,e=this.context.gl;return new Mt({func:e.NOTEQUAL,mask:255},t,255,e.KEEP,e.KEEP,e.REPLACE)},_n.prototype.stencilModeForClipping=function(t){var e=this.context.gl;return new Mt({func:e.EQUAL,mask:255},this._tileClippingMaskIDs[t.key],0,e.KEEP,e.KEEP,e.REPLACE)},_n.prototype.stencilConfigForOverlap=function(t){var e,r=this.context.gl,n=t.sort((function(t,e){return e.overscaledZ-t.overscaledZ})),i=n[n.length-1].overscaledZ,a=n[0].overscaledZ-i+1;if(a>1){this.currentStencilSource=void 0,this.nextStencilID+a>256&&this.clearStencil();for(var o={},s=0;s<a;s++)o[s+i]=new Mt({func:r.GEQUAL,mask:255},s+this.nextStencilID,255,r.KEEP,r.KEEP,r.REPLACE);return this.nextStencilID+=a,[o,n]}return[(e={},e[i]=Mt.disabled,e),n]},_n.prototype.colorModeForRenderPass=function(){var e=this.context.gl;if(this._showOverdrawInspector){return new St([e.CONSTANT_COLOR,e.ONE],new t.Color(1/8,1/8,1/8,0),[!0,!0,!0,!0])}return\"opaque\"===this.renderPass?St.unblended:St.alphaBlended},_n.prototype.depthModeForSublayer=function(t,e,r){if(!this.opaquePassEnabledForLayer())return At.disabled;var n=1-((1+this.currentLayer)*this.numSublayers+t)*this.depthEpsilon;return new At(r||this.context.gl.LEQUAL,e,[n,n])},_n.prototype.opaquePassEnabledForLayer=function(){return this.currentLayer<this.opaquePassCutoff},_n.prototype.render=function(e,r){var n=this;this.style=e,this.options=r,this.lineAtlas=e.lineAtlas,this.imageManager=e.imageManager,this.glyphManager=e.glyphManager,this.symbolFadeChange=e.placement.symbolFadeChange(t.browser.now()),this.imageManager.beginFrame();var i=this.style._order,a=this.style.sourceCaches;for(var o in a){var s=a[o];s.used&&s.prepare(this.context)}var l,c,u={},f={},h={};for(var p in a){var d=a[p];u[p]=d.getVisibleCoordinates(),f[p]=u[p].slice().reverse(),h[p]=d.getVisibleCoordinates(!0).reverse()}this.opaquePassCutoff=1/0;for(var g=0;g<i.length;g++){var m=i[g];if(this.style._layers[m].is3D()){this.opaquePassCutoff=g;break}}this.renderPass=\"offscreen\";for(var v=0,y=i;v<y.length;v+=1){var x=y[v],b=this.style._layers[x];if(b.hasOffscreenPass()&&!b.isHidden(this.transform.zoom)){var _=f[b.source];(\"custom\"===b.type||_.length)&&this.renderLayer(this,a[b.source],b,_)}}for(this.context.bindFramebuffer.set(null),this.context.clear({color:r.showOverdrawInspector?t.Color.black:t.Color.transparent,depth:1}),this.clearStencil(),this._showOverdrawInspector=r.showOverdrawInspector,this.depthRangeFor3D=[0,1-(e._order.length+2)*this.numSublayers*this.depthEpsilon],this.renderPass=\"opaque\",this.currentLayer=i.length-1;this.currentLayer>=0;this.currentLayer--){var w=this.style._layers[i[this.currentLayer]],T=a[w.source],k=u[w.source];this._renderTileClippingMasks(w,k),this.renderLayer(this,T,w,k)}for(this.renderPass=\"translucent\",this.currentLayer=0;this.currentLayer<i.length;this.currentLayer++){var A=this.style._layers[i[this.currentLayer]],M=a[A.source],S=(\"symbol\"===A.type?h:f)[A.source];this._renderTileClippingMasks(A,u[A.source]),this.renderLayer(this,M,A,S)}this.options.showTileBoundaries&&(t.values(this.style._layers).forEach((function(t){t.source&&!t.isHidden(n.transform.zoom)&&(t.source!==(c&&c.id)&&(c=n.style.sourceCaches[t.source]),(!l||l.getSource().maxzoom<c.getSource().maxzoom)&&(l=c))})),l&&bn.debug(this,l,l.getVisibleCoordinates()));this.options.showPadding&&gn(this),this.context.setDefault()},_n.prototype.renderLayer=function(t,e,r,n){r.isHidden(this.transform.zoom)||(\"background\"===r.type||\"custom\"===r.type||n.length)&&(this.id=r.id,this.gpuTimingStart(r),bn[r.type](t,e,r,n,this.style.placement.variableOffsets),this.gpuTimingEnd())},_n.prototype.gpuTimingStart=function(t){if(this.options.gpuTiming){var e=this.context.extTimerQuery,r=this.gpuTimers[t.id];r||(r=this.gpuTimers[t.id]={calls:0,cpuTime:0,query:e.createQueryEXT()}),r.calls++,e.beginQueryEXT(e.TIME_ELAPSED_EXT,r.query)}},_n.prototype.gpuTimingEnd=function(){if(this.options.gpuTiming){var t=this.context.extTimerQuery;t.endQueryEXT(t.TIME_ELAPSED_EXT)}},_n.prototype.collectGpuTimers=function(){var t=this.gpuTimers;return this.gpuTimers={},t},_n.prototype.queryGpuTimers=function(t){var e={};for(var r in t){var n=t[r],i=this.context.extTimerQuery,a=i.getQueryObjectEXT(n.query,i.QUERY_RESULT_EXT)/1e6;i.deleteQueryEXT(n.query),e[r]=a}return e},_n.prototype.translatePosMatrix=function(e,r,n,i,a){if(!n[0]&&!n[1])return e;var o=a?\"map\"===i?this.transform.angle:0:\"viewport\"===i?-this.transform.angle:0;if(o){var s=Math.sin(o),l=Math.cos(o);n=[n[0]*l-n[1]*s,n[0]*s+n[1]*l]}var c=[a?n[0]:pe(r,n[0],this.transform.zoom),a?n[1]:pe(r,n[1],this.transform.zoom),0],u=new Float32Array(16);return t.translate(u,e,c),u},_n.prototype.saveTileTexture=function(t){var e=this._tileTextures[t.size[0]];e?e.push(t):this._tileTextures[t.size[0]]=[t]},_n.prototype.getTileTexture=function(t){var e=this._tileTextures[t];return e&&e.length>0?e.pop():null},_n.prototype.isPatternMissing=function(t){if(!t)return!1;if(!t.from||!t.to)return!0;var e=this.imageManager.getPattern(t.from.toString()),r=this.imageManager.getPattern(t.to.toString());return!e||!r},_n.prototype.useProgram=function(t,e){this.cache=this.cache||{};var r=\"\"+t+(e?e.cacheKey:\"\")+(this._showOverdrawInspector?\"/overdraw\":\"\");return this.cache[r]||(this.cache[r]=new _r(this.context,xr[t],e,Jr[t],this._showOverdrawInspector)),this.cache[r]},_n.prototype.setCustomLayerDefaults=function(){this.context.unbindVAO(),this.context.cullFace.setDefault(),this.context.activeTexture.setDefault(),this.context.pixelStoreUnpack.setDefault(),this.context.pixelStoreUnpackPremultiplyAlpha.setDefault(),this.context.pixelStoreUnpackFlipY.setDefault()},_n.prototype.setBaseState=function(){var t=this.context.gl;this.context.cullFace.set(!1),this.context.viewport.set([0,0,this.width,this.height]),this.context.blendEquation.set(t.FUNC_ADD)},_n.prototype.initDebugOverlayCanvas=function(){if(null==this.debugOverlayCanvas){this.debugOverlayCanvas=t.window.document.createElement(\"canvas\"),this.debugOverlayCanvas.width=512,this.debugOverlayCanvas.height=512;var e=this.context.gl;this.debugOverlayTexture=new t.Texture(this.context,this.debugOverlayCanvas,e.RGBA)}},_n.prototype.destroy=function(){this.emptyTexture.destroy(),this.debugOverlayTexture&&this.debugOverlayTexture.destroy()};var wn=function(t,e){this.points=t,this.planes=e};wn.fromInvProjectionMatrix=function(e,r,n){var i=Math.pow(2,n),a=[[-1,1,-1,1],[1,1,-1,1],[1,-1,-1,1],[-1,-1,-1,1],[-1,1,1,1],[1,1,1,1],[1,-1,1,1],[-1,-1,1,1]].map((function(r){return t.transformMat4([],r,e)})).map((function(e){return t.scale$1([],e,1/e[3]/r*i)})),o=[[0,1,2],[6,5,4],[0,3,7],[2,1,5],[3,2,6],[0,4,5]].map((function(e){var r=t.sub([],a[e[0]],a[e[1]]),n=t.sub([],a[e[2]],a[e[1]]),i=t.normalize([],t.cross([],r,n)),o=-t.dot(i,a[e[1]]);return i.concat(o)}));return new wn(a,o)};var Tn=function(e,r){this.min=e,this.max=r,this.center=t.scale$2([],t.add([],this.min,this.max),.5)};Tn.prototype.quadrant=function(e){for(var r=[e%2==0,e<2],n=t.clone$2(this.min),i=t.clone$2(this.max),a=0;a<r.length;a++)n[a]=r[a]?this.min[a]:this.center[a],i[a]=r[a]?this.center[a]:this.max[a];return i[2]=this.max[2],new Tn(n,i)},Tn.prototype.distanceX=function(t){return Math.max(Math.min(this.max[0],t[0]),this.min[0])-t[0]},Tn.prototype.distanceY=function(t){return Math.max(Math.min(this.max[1],t[1]),this.min[1])-t[1]},Tn.prototype.intersects=function(e){for(var r=[[this.min[0],this.min[1],0,1],[this.max[0],this.min[1],0,1],[this.max[0],this.max[1],0,1],[this.min[0],this.max[1],0,1]],n=!0,i=0;i<e.planes.length;i++){for(var a=e.planes[i],o=0,s=0;s<r.length;s++)o+=t.dot$1(a,r[s])>=0;if(0===o)return 0;o!==r.length&&(n=!1)}if(n)return 2;for(var l=0;l<3;l++){for(var c=Number.MAX_VALUE,u=-Number.MAX_VALUE,f=0;f<e.points.length;f++){var h=e.points[f][l]-this.min[l];c=Math.min(c,h),u=Math.max(u,h)}if(u<0||c>this.max[l]-this.min[l])return 0}return 1};var kn=function(t,e,r,n){if(void 0===t&&(t=0),void 0===e&&(e=0),void 0===r&&(r=0),void 0===n&&(n=0),isNaN(t)||t<0||isNaN(e)||e<0||isNaN(r)||r<0||isNaN(n)||n<0)throw new Error(\"Invalid value for edge-insets, top, bottom, left and right must all be numbers\");this.top=t,this.bottom=e,this.left=r,this.right=n};kn.prototype.interpolate=function(e,r,n){return null!=r.top&&null!=e.top&&(this.top=t.number(e.top,r.top,n)),null!=r.bottom&&null!=e.bottom&&(this.bottom=t.number(e.bottom,r.bottom,n)),null!=r.left&&null!=e.left&&(this.left=t.number(e.left,r.left,n)),null!=r.right&&null!=e.right&&(this.right=t.number(e.right,r.right,n)),this},kn.prototype.getCenter=function(e,r){var n=t.clamp((this.left+e-this.right)/2,0,e),i=t.clamp((this.top+r-this.bottom)/2,0,r);return new t.Point(n,i)},kn.prototype.equals=function(t){return this.top===t.top&&this.bottom===t.bottom&&this.left===t.left&&this.right===t.right},kn.prototype.clone=function(){return new kn(this.top,this.bottom,this.left,this.right)},kn.prototype.toJSON=function(){return{top:this.top,bottom:this.bottom,left:this.left,right:this.right}};var An=function(e,r,n,i,a){this.tileSize=512,this.maxValidLatitude=85.051129,this._renderWorldCopies=void 0===a||a,this._minZoom=e||0,this._maxZoom=r||22,this._minPitch=null==n?0:n,this._maxPitch=null==i?60:i,this.setMaxBounds(),this.width=0,this.height=0,this._center=new t.LngLat(0,0),this.zoom=0,this.angle=0,this._fov=.6435011087932844,this._pitch=0,this._unmodified=!0,this._edgeInsets=new kn,this._posMatrixCache={},this._alignedPosMatrixCache={}},Mn={minZoom:{configurable:!0},maxZoom:{configurable:!0},minPitch:{configurable:!0},maxPitch:{configurable:!0},renderWorldCopies:{configurable:!0},worldSize:{configurable:!0},centerOffset:{configurable:!0},size:{configurable:!0},bearing:{configurable:!0},pitch:{configurable:!0},fov:{configurable:!0},zoom:{configurable:!0},center:{configurable:!0},padding:{configurable:!0},centerPoint:{configurable:!0},unmodified:{configurable:!0},point:{configurable:!0}};An.prototype.clone=function(){var t=new An(this._minZoom,this._maxZoom,this._minPitch,this.maxPitch,this._renderWorldCopies);return t.tileSize=this.tileSize,t.latRange=this.latRange,t.width=this.width,t.height=this.height,t._center=this._center,t.zoom=this.zoom,t.angle=this.angle,t._fov=this._fov,t._pitch=this._pitch,t._unmodified=this._unmodified,t._edgeInsets=this._edgeInsets.clone(),t._calcMatrices(),t},Mn.minZoom.get=function(){return this._minZoom},Mn.minZoom.set=function(t){this._minZoom!==t&&(this._minZoom=t,this.zoom=Math.max(this.zoom,t))},Mn.maxZoom.get=function(){return this._maxZoom},Mn.maxZoom.set=function(t){this._maxZoom!==t&&(this._maxZoom=t,this.zoom=Math.min(this.zoom,t))},Mn.minPitch.get=function(){return this._minPitch},Mn.minPitch.set=function(t){this._minPitch!==t&&(this._minPitch=t,this.pitch=Math.max(this.pitch,t))},Mn.maxPitch.get=function(){return this._maxPitch},Mn.maxPitch.set=function(t){this._maxPitch!==t&&(this._maxPitch=t,this.pitch=Math.min(this.pitch,t))},Mn.renderWorldCopies.get=function(){return this._renderWorldCopies},Mn.renderWorldCopies.set=function(t){void 0===t?t=!0:null===t&&(t=!1),this._renderWorldCopies=t},Mn.worldSize.get=function(){return this.tileSize*this.scale},Mn.centerOffset.get=function(){return this.centerPoint._sub(this.size._div(2))},Mn.size.get=function(){return new t.Point(this.width,this.height)},Mn.bearing.get=function(){return-this.angle/Math.PI*180},Mn.bearing.set=function(e){var r=-t.wrap(e,-180,180)*Math.PI/180;this.angle!==r&&(this._unmodified=!1,this.angle=r,this._calcMatrices(),this.rotationMatrix=t.create$2(),t.rotate(this.rotationMatrix,this.rotationMatrix,this.angle))},Mn.pitch.get=function(){return this._pitch/Math.PI*180},Mn.pitch.set=function(e){var r=t.clamp(e,this.minPitch,this.maxPitch)/180*Math.PI;this._pitch!==r&&(this._unmodified=!1,this._pitch=r,this._calcMatrices())},Mn.fov.get=function(){return this._fov/Math.PI*180},Mn.fov.set=function(t){t=Math.max(.01,Math.min(60,t)),this._fov!==t&&(this._unmodified=!1,this._fov=t/180*Math.PI,this._calcMatrices())},Mn.zoom.get=function(){return this._zoom},Mn.zoom.set=function(t){var e=Math.min(Math.max(t,this.minZoom),this.maxZoom);this._zoom!==e&&(this._unmodified=!1,this._zoom=e,this.scale=this.zoomScale(e),this.tileZoom=Math.floor(e),this.zoomFraction=e-this.tileZoom,this._constrain(),this._calcMatrices())},Mn.center.get=function(){return this._center},Mn.center.set=function(t){t.lat===this._center.lat&&t.lng===this._center.lng||(this._unmodified=!1,this._center=t,this._constrain(),this._calcMatrices())},Mn.padding.get=function(){return this._edgeInsets.toJSON()},Mn.padding.set=function(t){this._edgeInsets.equals(t)||(this._unmodified=!1,this._edgeInsets.interpolate(this._edgeInsets,t,1),this._calcMatrices())},Mn.centerPoint.get=function(){return this._edgeInsets.getCenter(this.width,this.height)},An.prototype.isPaddingEqual=function(t){return this._edgeInsets.equals(t)},An.prototype.interpolatePadding=function(t,e,r){this._unmodified=!1,this._edgeInsets.interpolate(t,e,r),this._constrain(),this._calcMatrices()},An.prototype.coveringZoomLevel=function(t){var e=(t.roundZoom?Math.round:Math.floor)(this.zoom+this.scaleZoom(this.tileSize/t.tileSize));return Math.max(0,e)},An.prototype.getVisibleUnwrappedCoordinates=function(e){var r=[new t.UnwrappedTileID(0,e)];if(this._renderWorldCopies)for(var n=this.pointCoordinate(new t.Point(0,0)),i=this.pointCoordinate(new t.Point(this.width,0)),a=this.pointCoordinate(new t.Point(this.width,this.height)),o=this.pointCoordinate(new t.Point(0,this.height)),s=Math.floor(Math.min(n.x,i.x,a.x,o.x)),l=Math.floor(Math.max(n.x,i.x,a.x,o.x)),c=s-1;c<=l+1;c++)0!==c&&r.push(new t.UnwrappedTileID(c,e));return r},An.prototype.coveringTiles=function(e){var r=this.coveringZoomLevel(e),n=r;if(void 0!==e.minzoom&&r<e.minzoom)return[];void 0!==e.maxzoom&&r>e.maxzoom&&(r=e.maxzoom);var i=t.MercatorCoordinate.fromLngLat(this.center),a=Math.pow(2,r),o=[a*i.x,a*i.y,0],s=wn.fromInvProjectionMatrix(this.invProjMatrix,this.worldSize,r),l=e.minzoom||0;this.pitch<=60&&this._edgeInsets.top<.1&&(l=r);var c=function(t){return{aabb:new Tn([t*a,0,0],[(t+1)*a,a,0]),zoom:0,x:0,y:0,wrap:t,fullyVisible:!1}},u=[],f=[],h=r,p=e.reparseOverscaled?n:r;if(this._renderWorldCopies)for(var d=1;d<=3;d++)u.push(c(-d)),u.push(c(d));for(u.push(c(0));u.length>0;){var g=u.pop(),m=g.x,v=g.y,y=g.fullyVisible;if(!y){var x=g.aabb.intersects(s);if(0===x)continue;y=2===x}var b=g.aabb.distanceX(o),_=g.aabb.distanceY(o),w=Math.max(Math.abs(b),Math.abs(_)),T=3+(1<<h-g.zoom)-2;if(g.zoom===h||w>T&&g.zoom>=l)f.push({tileID:new t.OverscaledTileID(g.zoom===h?p:g.zoom,g.wrap,g.zoom,m,v),distanceSq:t.sqrLen([o[0]-.5-m,o[1]-.5-v])});else for(var k=0;k<4;k++){var A=(m<<1)+k%2,M=(v<<1)+(k>>1);u.push({aabb:g.aabb.quadrant(k),zoom:g.zoom+1,x:A,y:M,wrap:g.wrap,fullyVisible:y})}}return f.sort((function(t,e){return t.distanceSq-e.distanceSq})).map((function(t){return t.tileID}))},An.prototype.resize=function(t,e){this.width=t,this.height=e,this.pixelsToGLUnits=[2/t,-2/e],this._constrain(),this._calcMatrices()},Mn.unmodified.get=function(){return this._unmodified},An.prototype.zoomScale=function(t){return Math.pow(2,t)},An.prototype.scaleZoom=function(t){return Math.log(t)/Math.LN2},An.prototype.project=function(e){var r=t.clamp(e.lat,-this.maxValidLatitude,this.maxValidLatitude);return new t.Point(t.mercatorXfromLng(e.lng)*this.worldSize,t.mercatorYfromLat(r)*this.worldSize)},An.prototype.unproject=function(e){return new t.MercatorCoordinate(e.x/this.worldSize,e.y/this.worldSize).toLngLat()},Mn.point.get=function(){return this.project(this.center)},An.prototype.setLocationAtPoint=function(e,r){var n=this.pointCoordinate(r),i=this.pointCoordinate(this.centerPoint),a=this.locationCoordinate(e),o=new t.MercatorCoordinate(a.x-(n.x-i.x),a.y-(n.y-i.y));this.center=this.coordinateLocation(o),this._renderWorldCopies&&(this.center=this.center.wrap())},An.prototype.locationPoint=function(t){return this.coordinatePoint(this.locationCoordinate(t))},An.prototype.pointLocation=function(t){return this.coordinateLocation(this.pointCoordinate(t))},An.prototype.locationCoordinate=function(e){return t.MercatorCoordinate.fromLngLat(e)},An.prototype.coordinateLocation=function(t){return t.toLngLat()},An.prototype.pointCoordinate=function(e){var r=[e.x,e.y,0,1],n=[e.x,e.y,1,1];t.transformMat4(r,r,this.pixelMatrixInverse),t.transformMat4(n,n,this.pixelMatrixInverse);var i=r[3],a=n[3],o=r[0]/i,s=n[0]/a,l=r[1]/i,c=n[1]/a,u=r[2]/i,f=n[2]/a,h=u===f?0:(0-u)/(f-u);return new t.MercatorCoordinate(t.number(o,s,h)/this.worldSize,t.number(l,c,h)/this.worldSize)},An.prototype.coordinatePoint=function(e){var r=[e.x*this.worldSize,e.y*this.worldSize,0,1];return t.transformMat4(r,r,this.pixelMatrix),new t.Point(r[0]/r[3],r[1]/r[3])},An.prototype.getBounds=function(){return(new t.LngLatBounds).extend(this.pointLocation(new t.Point(0,0))).extend(this.pointLocation(new t.Point(this.width,0))).extend(this.pointLocation(new t.Point(this.width,this.height))).extend(this.pointLocation(new t.Point(0,this.height)))},An.prototype.getMaxBounds=function(){return this.latRange&&2===this.latRange.length&&this.lngRange&&2===this.lngRange.length?new t.LngLatBounds([this.lngRange[0],this.latRange[0]],[this.lngRange[1],this.latRange[1]]):null},An.prototype.setMaxBounds=function(t){t?(this.lngRange=[t.getWest(),t.getEast()],this.latRange=[t.getSouth(),t.getNorth()],this._constrain()):(this.lngRange=null,this.latRange=[-this.maxValidLatitude,this.maxValidLatitude])},An.prototype.calculatePosMatrix=function(e,r){void 0===r&&(r=!1);var n=e.key,i=r?this._alignedPosMatrixCache:this._posMatrixCache;if(i[n])return i[n];var a=e.canonical,o=this.worldSize/this.zoomScale(a.z),s=a.x+Math.pow(2,a.z)*e.wrap,l=t.identity(new Float64Array(16));return t.translate(l,l,[s*o,a.y*o,0]),t.scale(l,l,[o/t.EXTENT,o/t.EXTENT,1]),t.multiply(l,r?this.alignedProjMatrix:this.projMatrix,l),i[n]=new Float32Array(l),i[n]},An.prototype.customLayerMatrix=function(){return this.mercatorMatrix.slice()},An.prototype._constrain=function(){if(this.center&&this.width&&this.height&&!this._constraining){this._constraining=!0;var e,r,n,i,a=-90,o=90,s=-180,l=180,c=this.size,u=this._unmodified;if(this.latRange){var f=this.latRange;a=t.mercatorYfromLat(f[1])*this.worldSize,e=(o=t.mercatorYfromLat(f[0])*this.worldSize)-a<c.y?c.y/(o-a):0}if(this.lngRange){var h=this.lngRange;s=t.mercatorXfromLng(h[0])*this.worldSize,r=(l=t.mercatorXfromLng(h[1])*this.worldSize)-s<c.x?c.x/(l-s):0}var p=this.point,d=Math.max(r||0,e||0);if(d)return this.center=this.unproject(new t.Point(r?(l+s)/2:p.x,e?(o+a)/2:p.y)),this.zoom+=this.scaleZoom(d),this._unmodified=u,void(this._constraining=!1);if(this.latRange){var g=p.y,m=c.y/2;g-m<a&&(i=a+m),g+m>o&&(i=o-m)}if(this.lngRange){var v=p.x,y=c.x/2;v-y<s&&(n=s+y),v+y>l&&(n=l-y)}void 0===n&&void 0===i||(this.center=this.unproject(new t.Point(void 0!==n?n:p.x,void 0!==i?i:p.y))),this._unmodified=u,this._constraining=!1}},An.prototype._calcMatrices=function(){if(this.height){var e=this._fov/2,r=this.centerOffset;this.cameraToCenterDistance=.5/Math.tan(e)*this.height;var n=Math.PI/2+this._pitch,i=this._fov*(.5+r.y/this.height),a=Math.sin(i)*this.cameraToCenterDistance/Math.sin(t.clamp(Math.PI-n-i,.01,Math.PI-.01)),o=this.point,s=o.x,l=o.y,c=1.01*(Math.cos(Math.PI/2-this._pitch)*a+this.cameraToCenterDistance),u=this.height/50,f=new Float64Array(16);t.perspective(f,this._fov,this.width/this.height,u,c),f[8]=2*-r.x/this.width,f[9]=2*r.y/this.height,t.scale(f,f,[1,-1,1]),t.translate(f,f,[0,0,-this.cameraToCenterDistance]),t.rotateX(f,f,this._pitch),t.rotateZ(f,f,this.angle),t.translate(f,f,[-s,-l,0]),this.mercatorMatrix=t.scale([],f,[this.worldSize,this.worldSize,this.worldSize]),t.scale(f,f,[1,1,t.mercatorZfromAltitude(1,this.center.lat)*this.worldSize,1]),this.projMatrix=f,this.invProjMatrix=t.invert([],this.projMatrix);var h=this.width%2/2,p=this.height%2/2,d=Math.cos(this.angle),g=Math.sin(this.angle),m=s-Math.round(s)+d*h+g*p,v=l-Math.round(l)+d*p+g*h,y=new Float64Array(f);if(t.translate(y,y,[m>.5?m-1:m,v>.5?v-1:v,0]),this.alignedProjMatrix=y,f=t.create(),t.scale(f,f,[this.width/2,-this.height/2,1]),t.translate(f,f,[1,-1,0]),this.labelPlaneMatrix=f,f=t.create(),t.scale(f,f,[1,-1,1]),t.translate(f,f,[-1,-1,0]),t.scale(f,f,[2/this.width,2/this.height,1]),this.glCoordMatrix=f,this.pixelMatrix=t.multiply(new Float64Array(16),this.labelPlaneMatrix,this.projMatrix),!(f=t.invert(new Float64Array(16),this.pixelMatrix)))throw new Error(\"failed to invert matrix\");this.pixelMatrixInverse=f,this._posMatrixCache={},this._alignedPosMatrixCache={}}},An.prototype.maxPitchScaleFactor=function(){if(!this.pixelMatrixInverse)return 1;var e=this.pointCoordinate(new t.Point(0,0)),r=[e.x*this.worldSize,e.y*this.worldSize,0,1];return t.transformMat4(r,r,this.pixelMatrix)[3]/this.cameraToCenterDistance},An.prototype.getCameraPoint=function(){var e=this._pitch,r=Math.tan(e)*(this.cameraToCenterDistance||1);return this.centerPoint.add(new t.Point(0,r))},An.prototype.getCameraQueryGeometry=function(e){var r=this.getCameraPoint();if(1===e.length)return[e[0],r];for(var n=r.x,i=r.y,a=r.x,o=r.y,s=0,l=e;s<l.length;s+=1){var c=l[s];n=Math.min(n,c.x),i=Math.min(i,c.y),a=Math.max(a,c.x),o=Math.max(o,c.y)}return[new t.Point(n,i),new t.Point(a,i),new t.Point(a,o),new t.Point(n,o),new t.Point(n,i)]},Object.defineProperties(An.prototype,Mn);var Sn=function(e){var r,n,i,a,o;this._hashName=e&&encodeURIComponent(e),t.bindAll([\"_getCurrentHash\",\"_onHashChange\",\"_updateHash\"],this),this._updateHash=(r=this._updateHashUnthrottled.bind(this),n=300,i=!1,a=null,o=function(){a=null,i&&(r(),a=setTimeout(o,n),i=!1)},function(){return i=!0,a||o(),a})};Sn.prototype.addTo=function(e){return this._map=e,t.window.addEventListener(\"hashchange\",this._onHashChange,!1),this._map.on(\"moveend\",this._updateHash),this},Sn.prototype.remove=function(){return t.window.removeEventListener(\"hashchange\",this._onHashChange,!1),this._map.off(\"moveend\",this._updateHash),clearTimeout(this._updateHash()),delete this._map,this},Sn.prototype.getHashString=function(e){var r=this._map.getCenter(),n=Math.round(100*this._map.getZoom())/100,i=Math.ceil((n*Math.LN2+Math.log(512/360/.5))/Math.LN10),a=Math.pow(10,i),o=Math.round(r.lng*a)/a,s=Math.round(r.lat*a)/a,l=this._map.getBearing(),c=this._map.getPitch(),u=\"\";if(u+=e?\"/\"+o+\"/\"+s+\"/\"+n:n+\"/\"+s+\"/\"+o,(l||c)&&(u+=\"/\"+Math.round(10*l)/10),c&&(u+=\"/\"+Math.round(c)),this._hashName){var f=this._hashName,h=!1,p=t.window.location.hash.slice(1).split(\"&\").map((function(t){var e=t.split(\"=\")[0];return e===f?(h=!0,e+\"=\"+u):t})).filter((function(t){return t}));return h||p.push(f+\"=\"+u),\"#\"+p.join(\"&\")}return\"#\"+u},Sn.prototype._getCurrentHash=function(){var e,r=this,n=t.window.location.hash.replace(\"#\",\"\");return this._hashName?(n.split(\"&\").map((function(t){return t.split(\"=\")})).forEach((function(t){t[0]===r._hashName&&(e=t)})),(e&&e[1]||\"\").split(\"/\")):n.split(\"/\")},Sn.prototype._onHashChange=function(){var t=this._getCurrentHash();if(t.length>=3&&!t.some((function(t){return isNaN(t)}))){var e=this._map.dragRotate.isEnabled()&&this._map.touchZoomRotate.isEnabled()?+(t[3]||0):this._map.getBearing();return this._map.jumpTo({center:[+t[2],+t[1]],zoom:+t[0],bearing:e,pitch:+(t[4]||0)}),!0}return!1},Sn.prototype._updateHashUnthrottled=function(){var e=this.getHashString();try{t.window.history.replaceState(t.window.history.state,\"\",e)}catch(t){}};var En={linearity:.3,easing:t.bezier(0,0,.3,1)},Ln=t.extend({deceleration:2500,maxSpeed:1400},En),Cn=t.extend({deceleration:20,maxSpeed:1400},En),Pn=t.extend({deceleration:1e3,maxSpeed:360},En),In=t.extend({deceleration:1e3,maxSpeed:90},En),On=function(t){this._map=t,this.clear()};function zn(t,e){(!t.duration||t.duration<e.duration)&&(t.duration=e.duration,t.easing=e.easing)}function Dn(e,r,n){var i=n.maxSpeed,a=n.linearity,o=n.deceleration,s=t.clamp(e*a/(r/1e3),-i,i),l=Math.abs(s)/(o*a);return{easing:n.easing,duration:1e3*l,amount:s*(l/2)}}On.prototype.clear=function(){this._inertiaBuffer=[]},On.prototype.record=function(e){this._drainInertiaBuffer(),this._inertiaBuffer.push({time:t.browser.now(),settings:e})},On.prototype._drainInertiaBuffer=function(){for(var e=this._inertiaBuffer,r=t.browser.now();e.length>0&&r-e[0].time>160;)e.shift()},On.prototype._onMoveEnd=function(e){if(this._drainInertiaBuffer(),!(this._inertiaBuffer.length<2)){for(var r={zoom:0,bearing:0,pitch:0,pan:new t.Point(0,0),pinchAround:void 0,around:void 0},n=0,i=this._inertiaBuffer;n<i.length;n+=1){var a=i[n].settings;r.zoom+=a.zoomDelta||0,r.bearing+=a.bearingDelta||0,r.pitch+=a.pitchDelta||0,a.panDelta&&r.pan._add(a.panDelta),a.around&&(r.around=a.around),a.pinchAround&&(r.pinchAround=a.pinchAround)}var o=this._inertiaBuffer[this._inertiaBuffer.length-1].time-this._inertiaBuffer[0].time,s={};if(r.pan.mag()){var l=Dn(r.pan.mag(),o,t.extend({},Ln,e||{}));s.offset=r.pan.mult(l.amount/r.pan.mag()),s.center=this._map.transform.center,zn(s,l)}if(r.zoom){var c=Dn(r.zoom,o,Cn);s.zoom=this._map.transform.zoom+c.amount,zn(s,c)}if(r.bearing){var u=Dn(r.bearing,o,Pn);s.bearing=this._map.transform.bearing+t.clamp(u.amount,-179,179),zn(s,u)}if(r.pitch){var f=Dn(r.pitch,o,In);s.pitch=this._map.transform.pitch+f.amount,zn(s,f)}if(s.zoom||s.bearing){var h=void 0===r.pinchAround?r.around:r.pinchAround;s.around=h?this._map.unproject(h):this._map.getCenter()}return this.clear(),t.extend(s,{noMoveStart:!0})}};var Rn=function(e){function n(n,i,a,o){void 0===o&&(o={});var s=r.mousePos(i.getCanvasContainer(),a),l=i.unproject(s);e.call(this,n,t.extend({point:s,lngLat:l,originalEvent:a},o)),this._defaultPrevented=!1,this.target=i}e&&(n.__proto__=e),n.prototype=Object.create(e&&e.prototype),n.prototype.constructor=n;var i={defaultPrevented:{configurable:!0}};return n.prototype.preventDefault=function(){this._defaultPrevented=!0},i.defaultPrevented.get=function(){return this._defaultPrevented},Object.defineProperties(n.prototype,i),n}(t.Event),Fn=function(e){function n(n,i,a){var o=\"touchend\"===n?a.changedTouches:a.touches,s=r.touchPos(i.getCanvasContainer(),o),l=s.map((function(t){return i.unproject(t)})),c=s.reduce((function(t,e,r,n){return t.add(e.div(n.length))}),new t.Point(0,0)),u=i.unproject(c);e.call(this,n,{points:s,point:c,lngLats:l,lngLat:u,originalEvent:a}),this._defaultPrevented=!1}e&&(n.__proto__=e),n.prototype=Object.create(e&&e.prototype),n.prototype.constructor=n;var i={defaultPrevented:{configurable:!0}};return n.prototype.preventDefault=function(){this._defaultPrevented=!0},i.defaultPrevented.get=function(){return this._defaultPrevented},Object.defineProperties(n.prototype,i),n}(t.Event),Bn=function(t){function e(e,r,n){t.call(this,e,{originalEvent:n}),this._defaultPrevented=!1}t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e;var r={defaultPrevented:{configurable:!0}};return e.prototype.preventDefault=function(){this._defaultPrevented=!0},r.defaultPrevented.get=function(){return this._defaultPrevented},Object.defineProperties(e.prototype,r),e}(t.Event),Nn=function(t,e){this._map=t,this._clickTolerance=e.clickTolerance};Nn.prototype.reset=function(){delete this._mousedownPos},Nn.prototype.wheel=function(t){return this._firePreventable(new Bn(t.type,this._map,t))},Nn.prototype.mousedown=function(t,e){return this._mousedownPos=e,this._firePreventable(new Rn(t.type,this._map,t))},Nn.prototype.mouseup=function(t){this._map.fire(new Rn(t.type,this._map,t))},Nn.prototype.click=function(t,e){this._mousedownPos&&this._mousedownPos.dist(e)>=this._clickTolerance||this._map.fire(new Rn(t.type,this._map,t))},Nn.prototype.dblclick=function(t){return this._firePreventable(new Rn(t.type,this._map,t))},Nn.prototype.mouseover=function(t){this._map.fire(new Rn(t.type,this._map,t))},Nn.prototype.mouseout=function(t){this._map.fire(new Rn(t.type,this._map,t))},Nn.prototype.touchstart=function(t){return this._firePreventable(new Fn(t.type,this._map,t))},Nn.prototype.touchmove=function(t){this._map.fire(new Fn(t.type,this._map,t))},Nn.prototype.touchend=function(t){this._map.fire(new Fn(t.type,this._map,t))},Nn.prototype.touchcancel=function(t){this._map.fire(new Fn(t.type,this._map,t))},Nn.prototype._firePreventable=function(t){if(this._map.fire(t),t.defaultPrevented)return{}},Nn.prototype.isEnabled=function(){return!0},Nn.prototype.isActive=function(){return!1},Nn.prototype.enable=function(){},Nn.prototype.disable=function(){};var jn=function(t){this._map=t};jn.prototype.reset=function(){this._delayContextMenu=!1,delete this._contextMenuEvent},jn.prototype.mousemove=function(t){this._map.fire(new Rn(t.type,this._map,t))},jn.prototype.mousedown=function(){this._delayContextMenu=!0},jn.prototype.mouseup=function(){this._delayContextMenu=!1,this._contextMenuEvent&&(this._map.fire(new Rn(\"contextmenu\",this._map,this._contextMenuEvent)),delete this._contextMenuEvent)},jn.prototype.contextmenu=function(t){this._delayContextMenu?this._contextMenuEvent=t:this._map.fire(new Rn(t.type,this._map,t)),this._map.listens(\"contextmenu\")&&t.preventDefault()},jn.prototype.isEnabled=function(){return!0},jn.prototype.isActive=function(){return!1},jn.prototype.enable=function(){},jn.prototype.disable=function(){};var Un=function(t,e){this._map=t,this._el=t.getCanvasContainer(),this._container=t.getContainer(),this._clickTolerance=e.clickTolerance||1};function Vn(t,e){for(var r={},n=0;n<t.length;n++)r[t[n].identifier]=e[n];return r}Un.prototype.isEnabled=function(){return!!this._enabled},Un.prototype.isActive=function(){return!!this._active},Un.prototype.enable=function(){this.isEnabled()||(this._enabled=!0)},Un.prototype.disable=function(){this.isEnabled()&&(this._enabled=!1)},Un.prototype.mousedown=function(t,e){this.isEnabled()&&t.shiftKey&&0===t.button&&(r.disableDrag(),this._startPos=this._lastPos=e,this._active=!0)},Un.prototype.mousemoveWindow=function(t,e){if(this._active){var n=e;if(!(this._lastPos.equals(n)||!this._box&&n.dist(this._startPos)<this._clickTolerance)){var i=this._startPos;this._lastPos=n,this._box||(this._box=r.create(\"div\",\"mapboxgl-boxzoom\",this._container),this._container.classList.add(\"mapboxgl-crosshair\"),this._fireEvent(\"boxzoomstart\",t));var a=Math.min(i.x,n.x),o=Math.max(i.x,n.x),s=Math.min(i.y,n.y),l=Math.max(i.y,n.y);r.setTransform(this._box,\"translate(\"+a+\"px,\"+s+\"px)\"),this._box.style.width=o-a+\"px\",this._box.style.height=l-s+\"px\"}}},Un.prototype.mouseupWindow=function(e,n){var i=this;if(this._active&&0===e.button){var a=this._startPos,o=n;if(this.reset(),r.suppressClick(),a.x!==o.x||a.y!==o.y)return this._map.fire(new t.Event(\"boxzoomend\",{originalEvent:e})),{cameraAnimation:function(t){return t.fitScreenCoordinates(a,o,i._map.getBearing(),{linear:!0})}};this._fireEvent(\"boxzoomcancel\",e)}},Un.prototype.keydown=function(t){this._active&&27===t.keyCode&&(this.reset(),this._fireEvent(\"boxzoomcancel\",t))},Un.prototype.reset=function(){this._active=!1,this._container.classList.remove(\"mapboxgl-crosshair\"),this._box&&(r.remove(this._box),this._box=null),r.enableDrag(),delete this._startPos,delete this._lastPos},Un.prototype._fireEvent=function(e,r){return this._map.fire(new t.Event(e,{originalEvent:r}))};var Hn=function(t){this.reset(),this.numTouches=t.numTouches};Hn.prototype.reset=function(){delete this.centroid,delete this.startTime,delete this.touches,this.aborted=!1},Hn.prototype.touchstart=function(e,r,n){(this.centroid||n.length>this.numTouches)&&(this.aborted=!0),this.aborted||(void 0===this.startTime&&(this.startTime=e.timeStamp),n.length===this.numTouches&&(this.centroid=function(e){for(var r=new t.Point(0,0),n=0,i=e;n<i.length;n+=1){var a=i[n];r._add(a)}return r.div(e.length)}(r),this.touches=Vn(n,r)))},Hn.prototype.touchmove=function(t,e,r){if(!this.aborted&&this.centroid){var n=Vn(r,e);for(var i in this.touches){var a=this.touches[i],o=n[i];(!o||o.dist(a)>30)&&(this.aborted=!0)}}},Hn.prototype.touchend=function(t,e,r){if((!this.centroid||t.timeStamp-this.startTime>500)&&(this.aborted=!0),0===r.length){var n=!this.aborted&&this.centroid;if(this.reset(),n)return n}};var qn=function(t){this.singleTap=new Hn(t),this.numTaps=t.numTaps,this.reset()};qn.prototype.reset=function(){this.lastTime=1/0,delete this.lastTap,this.count=0,this.singleTap.reset()},qn.prototype.touchstart=function(t,e,r){this.singleTap.touchstart(t,e,r)},qn.prototype.touchmove=function(t,e,r){this.singleTap.touchmove(t,e,r)},qn.prototype.touchend=function(t,e,r){var n=this.singleTap.touchend(t,e,r);if(n){var i=t.timeStamp-this.lastTime<500,a=!this.lastTap||this.lastTap.dist(n)<30;if(i&&a||this.reset(),this.count++,this.lastTime=t.timeStamp,this.lastTap=n,this.count===this.numTaps)return this.reset(),n}};var Gn=function(){this._zoomIn=new qn({numTouches:1,numTaps:2}),this._zoomOut=new qn({numTouches:2,numTaps:1}),this.reset()};Gn.prototype.reset=function(){this._active=!1,this._zoomIn.reset(),this._zoomOut.reset()},Gn.prototype.touchstart=function(t,e,r){this._zoomIn.touchstart(t,e,r),this._zoomOut.touchstart(t,e,r)},Gn.prototype.touchmove=function(t,e,r){this._zoomIn.touchmove(t,e,r),this._zoomOut.touchmove(t,e,r)},Gn.prototype.touchend=function(t,e,r){var n=this,i=this._zoomIn.touchend(t,e,r),a=this._zoomOut.touchend(t,e,r);return i?(this._active=!0,t.preventDefault(),setTimeout((function(){return n.reset()}),0),{cameraAnimation:function(e){return e.easeTo({duration:300,zoom:e.getZoom()+1,around:e.unproject(i)},{originalEvent:t})}}):a?(this._active=!0,t.preventDefault(),setTimeout((function(){return n.reset()}),0),{cameraAnimation:function(e){return e.easeTo({duration:300,zoom:e.getZoom()-1,around:e.unproject(a)},{originalEvent:t})}}):void 0},Gn.prototype.touchcancel=function(){this.reset()},Gn.prototype.enable=function(){this._enabled=!0},Gn.prototype.disable=function(){this._enabled=!1,this.reset()},Gn.prototype.isEnabled=function(){return this._enabled},Gn.prototype.isActive=function(){return this._active};var Yn=function(t){this.reset(),this._clickTolerance=t.clickTolerance||1};Yn.prototype.reset=function(){this._active=!1,this._moved=!1,delete this._lastPoint,delete this._eventButton},Yn.prototype._correctButton=function(t,e){return!1},Yn.prototype._move=function(t,e){return{}},Yn.prototype.mousedown=function(t,e){if(!this._lastPoint){var n=r.mouseButton(t);this._correctButton(t,n)&&(this._lastPoint=e,this._eventButton=n)}},Yn.prototype.mousemoveWindow=function(t,e){var r=this._lastPoint;if(r&&(t.preventDefault(),this._moved||!(e.dist(r)<this._clickTolerance)))return this._moved=!0,this._lastPoint=e,this._move(r,e)},Yn.prototype.mouseupWindow=function(t){r.mouseButton(t)===this._eventButton&&(this._moved&&r.suppressClick(),this.reset())},Yn.prototype.enable=function(){this._enabled=!0},Yn.prototype.disable=function(){this._enabled=!1,this.reset()},Yn.prototype.isEnabled=function(){return this._enabled},Yn.prototype.isActive=function(){return this._active};var Wn=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.mousedown=function(e,r){t.prototype.mousedown.call(this,e,r),this._lastPoint&&(this._active=!0)},e.prototype._correctButton=function(t,e){return 0===e&&!t.ctrlKey},e.prototype._move=function(t,e){return{around:e,panDelta:e.sub(t)}},e}(Yn),Xn=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._correctButton=function(t,e){return 0===e&&t.ctrlKey||2===e},e.prototype._move=function(t,e){var r=.8*(e.x-t.x);if(r)return this._active=!0,{bearingDelta:r}},e.prototype.contextmenu=function(t){t.preventDefault()},e}(Yn),Zn=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype._correctButton=function(t,e){return 0===e&&t.ctrlKey||2===e},e.prototype._move=function(t,e){var r=-.5*(e.y-t.y);if(r)return this._active=!0,{pitchDelta:r}},e.prototype.contextmenu=function(t){t.preventDefault()},e}(Yn),Jn=function(t){this._minTouches=1,this._clickTolerance=t.clickTolerance||1,this.reset()};Jn.prototype.reset=function(){this._active=!1,this._touches={},this._sum=new t.Point(0,0)},Jn.prototype.touchstart=function(t,e,r){return this._calculateTransform(t,e,r)},Jn.prototype.touchmove=function(t,e,r){if(this._active)return t.preventDefault(),this._calculateTransform(t,e,r)},Jn.prototype.touchend=function(t,e,r){this._calculateTransform(t,e,r),this._active&&r.length<this._minTouches&&this.reset()},Jn.prototype.touchcancel=function(){this.reset()},Jn.prototype._calculateTransform=function(e,r,n){n.length>0&&(this._active=!0);var i=Vn(n,r),a=new t.Point(0,0),o=new t.Point(0,0),s=0;for(var l in i){var c=i[l],u=this._touches[l];u&&(a._add(c),o._add(c.sub(u)),s++,i[l]=c)}if(this._touches=i,!(s<this._minTouches)&&o.mag()){var f=o.div(s);if(this._sum._add(f),!(this._sum.mag()<this._clickTolerance))return{around:a.div(s),panDelta:f}}},Jn.prototype.enable=function(){this._enabled=!0},Jn.prototype.disable=function(){this._enabled=!1,this.reset()},Jn.prototype.isEnabled=function(){return this._enabled},Jn.prototype.isActive=function(){return this._active};var Kn=function(){this.reset()};function Qn(t,e,r){for(var n=0;n<t.length;n++)if(t[n].identifier===r)return e[n]}Kn.prototype.reset=function(){this._active=!1,delete this._firstTwoTouches},Kn.prototype._start=function(t){},Kn.prototype._move=function(t,e,r){return{}},Kn.prototype.touchstart=function(t,e,r){this._firstTwoTouches||r.length<2||(this._firstTwoTouches=[r[0].identifier,r[1].identifier],this._start([e[0],e[1]]))},Kn.prototype.touchmove=function(t,e,r){if(this._firstTwoTouches){t.preventDefault();var n=this._firstTwoTouches,i=n[0],a=n[1],o=Qn(r,e,i),s=Qn(r,e,a);if(o&&s){var l=this._aroundCenter?null:o.add(s).div(2);return this._move([o,s],l,t)}}},Kn.prototype.touchend=function(t,e,n){if(this._firstTwoTouches){var i=this._firstTwoTouches,a=i[0],o=i[1],s=Qn(n,e,a),l=Qn(n,e,o);s&&l||(this._active&&r.suppressClick(),this.reset())}},Kn.prototype.touchcancel=function(){this.reset()},Kn.prototype.enable=function(t){this._enabled=!0,this._aroundCenter=!!t&&\"center\"===t.around},Kn.prototype.disable=function(){this._enabled=!1,this.reset()},Kn.prototype.isEnabled=function(){return this._enabled},Kn.prototype.isActive=function(){return this._active};function $n(t,e){return Math.log(t/e)/Math.LN2}var ti=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.reset=function(){t.prototype.reset.call(this),delete this._distance,delete this._startDistance},e.prototype._start=function(t){this._startDistance=this._distance=t[0].dist(t[1])},e.prototype._move=function(t,e){var r=this._distance;if(this._distance=t[0].dist(t[1]),this._active||!(Math.abs($n(this._distance,this._startDistance))<.1))return this._active=!0,{zoomDelta:$n(this._distance,r),pinchAround:e}},e}(Kn);function ei(t,e){return 180*t.angleWith(e)/Math.PI}var ri=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.reset=function(){t.prototype.reset.call(this),delete this._minDiameter,delete this._startVector,delete this._vector},e.prototype._start=function(t){this._startVector=this._vector=t[0].sub(t[1]),this._minDiameter=t[0].dist(t[1])},e.prototype._move=function(t,e){var r=this._vector;if(this._vector=t[0].sub(t[1]),this._active||!this._isBelowThreshold(this._vector))return this._active=!0,{bearingDelta:ei(this._vector,r),pinchAround:e}},e.prototype._isBelowThreshold=function(t){this._minDiameter=Math.min(this._minDiameter,t.mag());var e=25/(Math.PI*this._minDiameter)*360,r=ei(t,this._startVector);return Math.abs(r)<e},e}(Kn);function ni(t){return Math.abs(t.y)>Math.abs(t.x)}var ii=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e.prototype.reset=function(){t.prototype.reset.call(this),this._valid=void 0,delete this._firstMove,delete this._lastPoints},e.prototype._start=function(t){this._lastPoints=t,ni(t[0].sub(t[1]))&&(this._valid=!1)},e.prototype._move=function(t,e,r){var n=t[0].sub(this._lastPoints[0]),i=t[1].sub(this._lastPoints[1]);if(this._valid=this.gestureBeginsVertically(n,i,r.timeStamp),this._valid){this._lastPoints=t,this._active=!0;return{pitchDelta:-.5*((n.y+i.y)/2)}}},e.prototype.gestureBeginsVertically=function(t,e,r){if(void 0!==this._valid)return this._valid;var n=t.mag()>=2,i=e.mag()>=2;if(n||i){if(!n||!i)return void 0===this._firstMove&&(this._firstMove=r),r-this._firstMove<100&&void 0;var a=t.y>0==e.y>0;return ni(t)&&ni(e)&&a}},e}(Kn),ai={panStep:100,bearingStep:15,pitchStep:10},oi=function(){var t=ai;this._panStep=t.panStep,this._bearingStep=t.bearingStep,this._pitchStep=t.pitchStep};function si(t){return t*(2-t)}oi.prototype.reset=function(){this._active=!1},oi.prototype.keydown=function(t){var e=this;if(!(t.altKey||t.ctrlKey||t.metaKey)){var r=0,n=0,i=0,a=0,o=0;switch(t.keyCode){case 61:case 107:case 171:case 187:r=1;break;case 189:case 109:case 173:r=-1;break;case 37:t.shiftKey?n=-1:(t.preventDefault(),a=-1);break;case 39:t.shiftKey?n=1:(t.preventDefault(),a=1);break;case 38:t.shiftKey?i=1:(t.preventDefault(),o=-1);break;case 40:t.shiftKey?i=-1:(t.preventDefault(),o=1);break;default:return}return{cameraAnimation:function(s){var l=s.getZoom();s.easeTo({duration:300,easeId:\"keyboardHandler\",easing:si,zoom:r?Math.round(l)+r*(t.shiftKey?2:1):l,bearing:s.getBearing()+n*e._bearingStep,pitch:s.getPitch()+i*e._pitchStep,offset:[-a*e._panStep,-o*e._panStep],center:s.getCenter()},{originalEvent:t})}}}},oi.prototype.enable=function(){this._enabled=!0},oi.prototype.disable=function(){this._enabled=!1,this.reset()},oi.prototype.isEnabled=function(){return this._enabled},oi.prototype.isActive=function(){return this._active};var li=function(e,r){this._map=e,this._el=e.getCanvasContainer(),this._handler=r,this._delta=0,this._defaultZoomRate=.01,this._wheelZoomRate=1/450,t.bindAll([\"_onWheel\",\"_onTimeout\",\"_onScrollFrame\",\"_onScrollFinished\"],this)};li.prototype.setZoomRate=function(t){this._defaultZoomRate=t},li.prototype.setWheelZoomRate=function(t){this._wheelZoomRate=t},li.prototype.isEnabled=function(){return!!this._enabled},li.prototype.isActive=function(){return!!this._active||void 0!==this._finishTimeout},li.prototype.isZooming=function(){return!!this._zooming},li.prototype.enable=function(t){this.isEnabled()||(this._enabled=!0,this._aroundCenter=t&&\"center\"===t.around)},li.prototype.disable=function(){this.isEnabled()&&(this._enabled=!1)},li.prototype.wheel=function(e){if(this.isEnabled()){var r=e.deltaMode===t.window.WheelEvent.DOM_DELTA_LINE?40*e.deltaY:e.deltaY,n=t.browser.now(),i=n-(this._lastWheelEventTime||0);this._lastWheelEventTime=n,0!==r&&r%4.000244140625==0?this._type=\"wheel\":0!==r&&Math.abs(r)<4?this._type=\"trackpad\":i>400?(this._type=null,this._lastValue=r,this._timeout=setTimeout(this._onTimeout,40,e)):this._type||(this._type=Math.abs(i*r)<200?\"trackpad\":\"wheel\",this._timeout&&(clearTimeout(this._timeout),this._timeout=null,r+=this._lastValue)),e.shiftKey&&r&&(r/=4),this._type&&(this._lastWheelEvent=e,this._delta-=r,this._active||this._start(e)),e.preventDefault()}},li.prototype._onTimeout=function(t){this._type=\"wheel\",this._delta-=this._lastValue,this._active||this._start(t)},li.prototype._start=function(e){if(this._delta){this._frameId&&(this._frameId=null),this._active=!0,this.isZooming()||(this._zooming=!0),this._finishTimeout&&(clearTimeout(this._finishTimeout),delete this._finishTimeout);var n=r.mousePos(this._el,e);this._around=t.LngLat.convert(this._aroundCenter?this._map.getCenter():this._map.unproject(n)),this._aroundPoint=this._map.transform.locationPoint(this._around),this._frameId||(this._frameId=!0,this._handler._triggerRenderFrame())}},li.prototype.renderFrame=function(){return this._onScrollFrame()},li.prototype._onScrollFrame=function(){var e=this;if(this._frameId&&(this._frameId=null,this.isActive())){var r=this._map.transform;if(0!==this._delta){var n=\"wheel\"===this._type&&Math.abs(this._delta)>4.000244140625?this._wheelZoomRate:this._defaultZoomRate,i=2/(1+Math.exp(-Math.abs(this._delta*n)));this._delta<0&&0!==i&&(i=1/i);var a=\"number\"==typeof this._targetZoom?r.zoomScale(this._targetZoom):r.scale;this._targetZoom=Math.min(r.maxZoom,Math.max(r.minZoom,r.scaleZoom(a*i))),\"wheel\"===this._type&&(this._startZoom=r.zoom,this._easing=this._smoothOutEasing(200)),this._delta=0}var o,s=\"number\"==typeof this._targetZoom?this._targetZoom:r.zoom,l=this._startZoom,c=this._easing,u=!1;if(\"wheel\"===this._type&&l&&c){var f=Math.min((t.browser.now()-this._lastWheelEventTime)/200,1),h=c(f);o=t.number(l,s,h),f<1?this._frameId||(this._frameId=!0):u=!0}else o=s,u=!0;return this._active=!0,u&&(this._active=!1,this._finishTimeout=setTimeout((function(){e._zooming=!1,e._handler._triggerRenderFrame(),delete e._targetZoom,delete e._finishTimeout}),200)),{noInertia:!0,needsRenderFrame:!u,zoomDelta:o-r.zoom,around:this._aroundPoint,originalEvent:this._lastWheelEvent}}},li.prototype._smoothOutEasing=function(e){var r=t.ease;if(this._prevEase){var n=this._prevEase,i=(t.browser.now()-n.start)/n.duration,a=n.easing(i+.01)-n.easing(i),o=.27/Math.sqrt(a*a+1e-4)*.01,s=Math.sqrt(.0729-o*o);r=t.bezier(o,s,.25,1)}return this._prevEase={start:t.browser.now(),duration:e,easing:r},r},li.prototype.reset=function(){this._active=!1};var ci=function(t,e){this._clickZoom=t,this._tapZoom=e};ci.prototype.enable=function(){this._clickZoom.enable(),this._tapZoom.enable()},ci.prototype.disable=function(){this._clickZoom.disable(),this._tapZoom.disable()},ci.prototype.isEnabled=function(){return this._clickZoom.isEnabled()&&this._tapZoom.isEnabled()},ci.prototype.isActive=function(){return this._clickZoom.isActive()||this._tapZoom.isActive()};var ui=function(){this.reset()};ui.prototype.reset=function(){this._active=!1},ui.prototype.dblclick=function(t,e){return t.preventDefault(),{cameraAnimation:function(r){r.easeTo({duration:300,zoom:r.getZoom()+(t.shiftKey?-1:1),around:r.unproject(e)},{originalEvent:t})}}},ui.prototype.enable=function(){this._enabled=!0},ui.prototype.disable=function(){this._enabled=!1,this.reset()},ui.prototype.isEnabled=function(){return this._enabled},ui.prototype.isActive=function(){return this._active};var fi=function(){this._tap=new qn({numTouches:1,numTaps:1}),this.reset()};fi.prototype.reset=function(){this._active=!1,delete this._swipePoint,delete this._swipeTouch,delete this._tapTime,this._tap.reset()},fi.prototype.touchstart=function(t,e,r){this._swipePoint||(this._tapTime&&t.timeStamp-this._tapTime>500&&this.reset(),this._tapTime?r.length>0&&(this._swipePoint=e[0],this._swipeTouch=r[0].identifier):this._tap.touchstart(t,e,r))},fi.prototype.touchmove=function(t,e,r){if(this._tapTime){if(this._swipePoint){if(r[0].identifier!==this._swipeTouch)return;var n=e[0],i=n.y-this._swipePoint.y;return this._swipePoint=n,t.preventDefault(),this._active=!0,{zoomDelta:i/128}}}else this._tap.touchmove(t,e,r)},fi.prototype.touchend=function(t,e,r){this._tapTime?this._swipePoint&&0===r.length&&this.reset():this._tap.touchend(t,e,r)&&(this._tapTime=t.timeStamp)},fi.prototype.touchcancel=function(){this.reset()},fi.prototype.enable=function(){this._enabled=!0},fi.prototype.disable=function(){this._enabled=!1,this.reset()},fi.prototype.isEnabled=function(){return this._enabled},fi.prototype.isActive=function(){return this._active};var hi=function(t,e,r){this._el=t,this._mousePan=e,this._touchPan=r};hi.prototype.enable=function(t){this._inertiaOptions=t||{},this._mousePan.enable(),this._touchPan.enable(),this._el.classList.add(\"mapboxgl-touch-drag-pan\")},hi.prototype.disable=function(){this._mousePan.disable(),this._touchPan.disable(),this._el.classList.remove(\"mapboxgl-touch-drag-pan\")},hi.prototype.isEnabled=function(){return this._mousePan.isEnabled()&&this._touchPan.isEnabled()},hi.prototype.isActive=function(){return this._mousePan.isActive()||this._touchPan.isActive()};var pi=function(t,e,r){this._pitchWithRotate=t.pitchWithRotate,this._mouseRotate=e,this._mousePitch=r};pi.prototype.enable=function(){this._mouseRotate.enable(),this._pitchWithRotate&&this._mousePitch.enable()},pi.prototype.disable=function(){this._mouseRotate.disable(),this._mousePitch.disable()},pi.prototype.isEnabled=function(){return this._mouseRotate.isEnabled()&&(!this._pitchWithRotate||this._mousePitch.isEnabled())},pi.prototype.isActive=function(){return this._mouseRotate.isActive()||this._mousePitch.isActive()};var di=function(t,e,r,n){this._el=t,this._touchZoom=e,this._touchRotate=r,this._tapDragZoom=n,this._rotationDisabled=!1,this._enabled=!0};di.prototype.enable=function(t){this._touchZoom.enable(t),this._rotationDisabled||this._touchRotate.enable(t),this._tapDragZoom.enable(),this._el.classList.add(\"mapboxgl-touch-zoom-rotate\")},di.prototype.disable=function(){this._touchZoom.disable(),this._touchRotate.disable(),this._tapDragZoom.disable(),this._el.classList.remove(\"mapboxgl-touch-zoom-rotate\")},di.prototype.isEnabled=function(){return this._touchZoom.isEnabled()&&(this._rotationDisabled||this._touchRotate.isEnabled())&&this._tapDragZoom.isEnabled()},di.prototype.isActive=function(){return this._touchZoom.isActive()||this._touchRotate.isActive()||this._tapDragZoom.isActive()},di.prototype.disableRotation=function(){this._rotationDisabled=!0,this._touchRotate.disable()},di.prototype.enableRotation=function(){this._rotationDisabled=!1,this._touchZoom.isEnabled()&&this._touchRotate.enable()};var gi=function(t){return t.zoom||t.drag||t.pitch||t.rotate},mi=function(t){function e(){t.apply(this,arguments)}return t&&(e.__proto__=t),e.prototype=Object.create(t&&t.prototype),e.prototype.constructor=e,e}(t.Event);function vi(t){return t.panDelta&&t.panDelta.mag()||t.zoomDelta||t.bearingDelta||t.pitchDelta}var yi=function(e,n){this._map=e,this._el=this._map.getCanvasContainer(),this._handlers=[],this._handlersById={},this._changes=[],this._inertia=new On(e),this._bearingSnap=n.bearingSnap,this._previousActiveHandlers={},this._eventsInProgress={},this._addDefaultHandlers(n),t.bindAll([\"handleEvent\",\"handleWindowEvent\"],this);var i=this._el;this._listeners=[[i,\"touchstart\",{passive:!1}],[i,\"touchmove\",{passive:!1}],[i,\"touchend\",void 0],[i,\"touchcancel\",void 0],[i,\"mousedown\",void 0],[i,\"mousemove\",void 0],[i,\"mouseup\",void 0],[t.window.document,\"mousemove\",{capture:!0}],[t.window.document,\"mouseup\",void 0],[i,\"mouseover\",void 0],[i,\"mouseout\",void 0],[i,\"dblclick\",void 0],[i,\"click\",void 0],[i,\"keydown\",{capture:!1}],[i,\"keyup\",void 0],[i,\"wheel\",{passive:!1}],[i,\"contextmenu\",void 0],[t.window,\"blur\",void 0]];for(var a=0,o=this._listeners;a<o.length;a+=1){var s=o[a],l=s[0],c=s[1],u=s[2];r.addEventListener(l,c,l===t.window.document?this.handleWindowEvent:this.handleEvent,u)}};yi.prototype.destroy=function(){for(var e=0,n=this._listeners;e<n.length;e+=1){var i=n[e],a=i[0],o=i[1],s=i[2];r.removeEventListener(a,o,a===t.window.document?this.handleWindowEvent:this.handleEvent,s)}},yi.prototype._addDefaultHandlers=function(t){var e=this._map,r=e.getCanvasContainer();this._add(\"mapEvent\",new Nn(e,t));var n=e.boxZoom=new Un(e,t);this._add(\"boxZoom\",n);var i=new Gn,a=new ui;e.doubleClickZoom=new ci(a,i),this._add(\"tapZoom\",i),this._add(\"clickZoom\",a);var o=new fi;this._add(\"tapDragZoom\",o);var s=e.touchPitch=new ii;this._add(\"touchPitch\",s);var l=new Xn(t),c=new Zn(t);e.dragRotate=new pi(t,l,c),this._add(\"mouseRotate\",l,[\"mousePitch\"]),this._add(\"mousePitch\",c,[\"mouseRotate\"]);var u=new Wn(t),f=new Jn(t);e.dragPan=new hi(r,u,f),this._add(\"mousePan\",u),this._add(\"touchPan\",f,[\"touchZoom\",\"touchRotate\"]);var h=new ri,p=new ti;e.touchZoomRotate=new di(r,p,h,o),this._add(\"touchRotate\",h,[\"touchPan\",\"touchZoom\"]),this._add(\"touchZoom\",p,[\"touchPan\",\"touchRotate\"]);var d=e.scrollZoom=new li(e,this);this._add(\"scrollZoom\",d,[\"mousePan\"]);var g=e.keyboard=new oi;this._add(\"keyboard\",g),this._add(\"blockableMapEvent\",new jn(e));for(var m=0,v=[\"boxZoom\",\"doubleClickZoom\",\"tapDragZoom\",\"touchPitch\",\"dragRotate\",\"dragPan\",\"touchZoomRotate\",\"scrollZoom\",\"keyboard\"];m<v.length;m+=1){var y=v[m];t.interactive&&t[y]&&e[y].enable(t[y])}},yi.prototype._add=function(t,e,r){this._handlers.push({handlerName:t,handler:e,allowed:r}),this._handlersById[t]=e},yi.prototype.stop=function(){if(!this._updatingCamera){for(var t=0,e=this._handlers;t<e.length;t+=1){e[t].handler.reset()}this._inertia.clear(),this._fireEvents({},{}),this._changes=[]}},yi.prototype.isActive=function(){for(var t=0,e=this._handlers;t<e.length;t+=1){if(e[t].handler.isActive())return!0}return!1},yi.prototype.isZooming=function(){return!!this._eventsInProgress.zoom||this._map.scrollZoom.isZooming()},yi.prototype.isRotating=function(){return!!this._eventsInProgress.rotate},yi.prototype.isMoving=function(){return Boolean(gi(this._eventsInProgress))||this.isZooming()},yi.prototype._blockedByActive=function(t,e,r){for(var n in t)if(n!==r&&(!e||e.indexOf(n)<0))return!0;return!1},yi.prototype.handleWindowEvent=function(t){this.handleEvent(t,t.type+\"Window\")},yi.prototype._getMapTouches=function(t){for(var e=[],r=0,n=t;r<n.length;r+=1){var i=n[r],a=i.target;this._el.contains(a)&&e.push(i)}return e},yi.prototype.handleEvent=function(t,e){if(\"blur\"!==t.type){this._updatingCamera=!0;for(var n=\"renderFrame\"===t.type?void 0:t,i={needsRenderFrame:!1},a={},o={},s=t.touches?this._getMapTouches(t.touches):void 0,l=s?r.touchPos(this._el,s):r.mousePos(this._el,t),c=0,u=this._handlers;c<u.length;c+=1){var f=u[c],h=f.handlerName,p=f.handler,d=f.allowed;if(p.isEnabled()){var g=void 0;this._blockedByActive(o,d,h)?p.reset():p[e||t.type]&&(g=p[e||t.type](t,l,s),this.mergeHandlerResult(i,a,g,h,n),g&&g.needsRenderFrame&&this._triggerRenderFrame()),(g||p.isActive())&&(o[h]=p)}}var m={};for(var v in this._previousActiveHandlers)o[v]||(m[v]=n);this._previousActiveHandlers=o,(Object.keys(m).length||vi(i))&&(this._changes.push([i,a,m]),this._triggerRenderFrame()),(Object.keys(o).length||vi(i))&&this._map._stop(!0),this._updatingCamera=!1;var y=i.cameraAnimation;y&&(this._inertia.clear(),this._fireEvents({},{}),this._changes=[],y(this._map))}else this.stop()},yi.prototype.mergeHandlerResult=function(e,r,n,i,a){if(n){t.extend(e,n);var o={handlerName:i,originalEvent:n.originalEvent||a};void 0!==n.zoomDelta&&(r.zoom=o),void 0!==n.panDelta&&(r.drag=o),void 0!==n.pitchDelta&&(r.pitch=o),void 0!==n.bearingDelta&&(r.rotate=o)}},yi.prototype._applyChanges=function(){for(var e={},r={},n={},i=0,a=this._changes;i<a.length;i+=1){var o=a[i],s=o[0],l=o[1],c=o[2];s.panDelta&&(e.panDelta=(e.panDelta||new t.Point(0,0))._add(s.panDelta)),s.zoomDelta&&(e.zoomDelta=(e.zoomDelta||0)+s.zoomDelta),s.bearingDelta&&(e.bearingDelta=(e.bearingDelta||0)+s.bearingDelta),s.pitchDelta&&(e.pitchDelta=(e.pitchDelta||0)+s.pitchDelta),void 0!==s.around&&(e.around=s.around),void 0!==s.pinchAround&&(e.pinchAround=s.pinchAround),s.noInertia&&(e.noInertia=s.noInertia),t.extend(r,l),t.extend(n,c)}this._updateMapTransform(e,r,n),this._changes=[]},yi.prototype._updateMapTransform=function(t,e,r){var n=this._map,i=n.transform;if(!vi(t))return this._fireEvents(e,r);var a=t.panDelta,o=t.zoomDelta,s=t.bearingDelta,l=t.pitchDelta,c=t.around,u=t.pinchAround;void 0!==u&&(c=u),n._stop(!0),c=c||n.transform.centerPoint;var f=i.pointLocation(a?c.sub(a):c);s&&(i.bearing+=s),l&&(i.pitch+=l),o&&(i.zoom+=o),i.setLocationAtPoint(f,c),this._map._update(),t.noInertia||this._inertia.record(t),this._fireEvents(e,r)},yi.prototype._fireEvents=function(e,r){var n=this,i=gi(this._eventsInProgress),a=gi(e),o={};for(var s in e){var l=e[s].originalEvent;this._eventsInProgress[s]||(o[s+\"start\"]=l),this._eventsInProgress[s]=e[s]}for(var c in!i&&a&&this._fireEvent(\"movestart\",a.originalEvent),o)this._fireEvent(c,o[c]);for(var u in e.rotate&&(this._bearingChanged=!0),a&&this._fireEvent(\"move\",a.originalEvent),e){var f=e[u].originalEvent;this._fireEvent(u,f)}var h,p={};for(var d in this._eventsInProgress){var g=this._eventsInProgress[d],m=g.handlerName,v=g.originalEvent;this._handlersById[m].isActive()||(delete this._eventsInProgress[d],h=r[m]||v,p[d+\"end\"]=h)}for(var y in p)this._fireEvent(y,p[y]);var x=gi(this._eventsInProgress);if((i||a)&&!x){this._updatingCamera=!0;var b=this._inertia._onMoveEnd(this._map.dragPan._inertiaOptions),_=function(t){return 0!==t&&-n._bearingSnap<t&&t<n._bearingSnap};b?(_(b.bearing||this._map.getBearing())&&(b.bearing=0),this._map.easeTo(b,{originalEvent:h})):(this._map.fire(new t.Event(\"moveend\",{originalEvent:h})),_(this._map.getBearing())&&this._map.resetNorth()),this._bearingChanged=!1,this._updatingCamera=!1}},yi.prototype._fireEvent=function(e,r){this._map.fire(new t.Event(e,r?{originalEvent:r}:{}))},yi.prototype._triggerRenderFrame=function(){var t=this;void 0===this._frameId&&(this._frameId=this._map._requestRenderFrame((function(e){delete t._frameId,t.handleEvent(new mi(\"renderFrame\",{timeStamp:e})),t._applyChanges()})))};var xi=function(e){function r(r,n){e.call(this),this._moving=!1,this._zooming=!1,this.transform=r,this._bearingSnap=n.bearingSnap,t.bindAll([\"_renderFrameCallback\"],this)}return e&&(r.__proto__=e),r.prototype=Object.create(e&&e.prototype),r.prototype.constructor=r,r.prototype.getCenter=function(){return new t.LngLat(this.transform.center.lng,this.transform.center.lat)},r.prototype.setCenter=function(t,e){return this.jumpTo({center:t},e)},r.prototype.panBy=function(e,r,n){return e=t.Point.convert(e).mult(-1),this.panTo(this.transform.center,t.extend({offset:e},r),n)},r.prototype.panTo=function(e,r,n){return this.easeTo(t.extend({center:e},r),n)},r.prototype.getZoom=function(){return this.transform.zoom},r.prototype.setZoom=function(t,e){return this.jumpTo({zoom:t},e),this},r.prototype.zoomTo=function(e,r,n){return this.easeTo(t.extend({zoom:e},r),n)},r.prototype.zoomIn=function(t,e){return this.zoomTo(this.getZoom()+1,t,e),this},r.prototype.zoomOut=function(t,e){return this.zoomTo(this.getZoom()-1,t,e),this},r.prototype.getBearing=function(){return this.transform.bearing},r.prototype.setBearing=function(t,e){return this.jumpTo({bearing:t},e),this},r.prototype.getPadding=function(){return this.transform.padding},r.prototype.setPadding=function(t,e){return this.jumpTo({padding:t},e),this},r.prototype.rotateTo=function(e,r,n){return this.easeTo(t.extend({bearing:e},r),n)},r.prototype.resetNorth=function(e,r){return this.rotateTo(0,t.extend({duration:1e3},e),r),this},r.prototype.resetNorthPitch=function(e,r){return this.easeTo(t.extend({bearing:0,pitch:0,duration:1e3},e),r),this},r.prototype.snapToNorth=function(t,e){return Math.abs(this.getBearing())<this._bearingSnap?this.resetNorth(t,e):this},r.prototype.getPitch=function(){return this.transform.pitch},r.prototype.setPitch=function(t,e){return this.jumpTo({pitch:t},e),this},r.prototype.cameraForBounds=function(e,r){return e=t.LngLatBounds.convert(e),this._cameraForBoxAndBearing(e.getNorthWest(),e.getSouthEast(),0,r)},r.prototype._cameraForBoxAndBearing=function(e,r,n,i){var a={top:0,bottom:0,right:0,left:0};if(\"number\"==typeof(i=t.extend({padding:a,offset:[0,0],maxZoom:this.transform.maxZoom},i)).padding){var o=i.padding;i.padding={top:o,bottom:o,right:o,left:o}}i.padding=t.extend(a,i.padding);var s=this.transform,l=s.padding,c=s.project(t.LngLat.convert(e)),u=s.project(t.LngLat.convert(r)),f=c.rotate(-n*Math.PI/180),h=u.rotate(-n*Math.PI/180),p=new t.Point(Math.max(f.x,h.x),Math.max(f.y,h.y)),d=new t.Point(Math.min(f.x,h.x),Math.min(f.y,h.y)),g=p.sub(d),m=(s.width-(l.left+l.right+i.padding.left+i.padding.right))/g.x,v=(s.height-(l.top+l.bottom+i.padding.top+i.padding.bottom))/g.y;if(!(v<0||m<0)){var y=Math.min(s.scaleZoom(s.scale*Math.min(m,v)),i.maxZoom),x=t.Point.convert(i.offset),b=(i.padding.left-i.padding.right)/2,_=(i.padding.top-i.padding.bottom)/2,w=new t.Point(x.x+b,x.y+_).mult(s.scale/s.zoomScale(y));return{center:s.unproject(c.add(u).div(2).sub(w)),zoom:y,bearing:n}}t.warnOnce(\"Map cannot fit within canvas with the given bounds, padding, and/or offset.\")},r.prototype.fitBounds=function(t,e,r){return this._fitInternal(this.cameraForBounds(t,e),e,r)},r.prototype.fitScreenCoordinates=function(e,r,n,i,a){return this._fitInternal(this._cameraForBoxAndBearing(this.transform.pointLocation(t.Point.convert(e)),this.transform.pointLocation(t.Point.convert(r)),n,i),i,a)},r.prototype._fitInternal=function(e,r,n){return e?(delete(r=t.extend(e,r)).padding,r.linear?this.easeTo(r,n):this.flyTo(r,n)):this},r.prototype.jumpTo=function(e,r){this.stop();var n=this.transform,i=!1,a=!1,o=!1;return\"zoom\"in e&&n.zoom!==+e.zoom&&(i=!0,n.zoom=+e.zoom),void 0!==e.center&&(n.center=t.LngLat.convert(e.center)),\"bearing\"in e&&n.bearing!==+e.bearing&&(a=!0,n.bearing=+e.bearing),\"pitch\"in e&&n.pitch!==+e.pitch&&(o=!0,n.pitch=+e.pitch),null==e.padding||n.isPaddingEqual(e.padding)||(n.padding=e.padding),this.fire(new t.Event(\"movestart\",r)).fire(new t.Event(\"move\",r)),i&&this.fire(new t.Event(\"zoomstart\",r)).fire(new t.Event(\"zoom\",r)).fire(new t.Event(\"zoomend\",r)),a&&this.fire(new t.Event(\"rotatestart\",r)).fire(new t.Event(\"rotate\",r)).fire(new t.Event(\"rotateend\",r)),o&&this.fire(new t.Event(\"pitchstart\",r)).fire(new t.Event(\"pitch\",r)).fire(new t.Event(\"pitchend\",r)),this.fire(new t.Event(\"moveend\",r))},r.prototype.easeTo=function(e,r){var n=this;this._stop(!1,e.easeId),(!1===(e=t.extend({offset:[0,0],duration:500,easing:t.ease},e)).animate||!e.essential&&t.browser.prefersReducedMotion)&&(e.duration=0);var i=this.transform,a=this.getZoom(),o=this.getBearing(),s=this.getPitch(),l=this.getPadding(),c=\"zoom\"in e?+e.zoom:a,u=\"bearing\"in e?this._normalizeBearing(e.bearing,o):o,f=\"pitch\"in e?+e.pitch:s,h=\"padding\"in e?e.padding:i.padding,p=t.Point.convert(e.offset),d=i.centerPoint.add(p),g=i.pointLocation(d),m=t.LngLat.convert(e.center||g);this._normalizeCenter(m);var v,y,x=i.project(g),b=i.project(m).sub(x),_=i.zoomScale(c-a);e.around&&(v=t.LngLat.convert(e.around),y=i.locationPoint(v));var w={moving:this._moving,zooming:this._zooming,rotating:this._rotating,pitching:this._pitching};return this._zooming=this._zooming||c!==a,this._rotating=this._rotating||o!==u,this._pitching=this._pitching||f!==s,this._padding=!i.isPaddingEqual(h),this._easeId=e.easeId,this._prepareEase(r,e.noMoveStart,w),clearTimeout(this._easeEndTimeoutID),this._ease((function(e){if(n._zooming&&(i.zoom=t.number(a,c,e)),n._rotating&&(i.bearing=t.number(o,u,e)),n._pitching&&(i.pitch=t.number(s,f,e)),n._padding&&(i.interpolatePadding(l,h,e),d=i.centerPoint.add(p)),v)i.setLocationAtPoint(v,y);else{var g=i.zoomScale(i.zoom-a),m=c>a?Math.min(2,_):Math.max(.5,_),w=Math.pow(m,1-e),T=i.unproject(x.add(b.mult(e*w)).mult(g));i.setLocationAtPoint(i.renderWorldCopies?T.wrap():T,d)}n._fireMoveEvents(r)}),(function(t){n._afterEase(r,t)}),e),this},r.prototype._prepareEase=function(e,r,n){void 0===n&&(n={}),this._moving=!0,r||n.moving||this.fire(new t.Event(\"movestart\",e)),this._zooming&&!n.zooming&&this.fire(new t.Event(\"zoomstart\",e)),this._rotating&&!n.rotating&&this.fire(new t.Event(\"rotatestart\",e)),this._pitching&&!n.pitching&&this.fire(new t.Event(\"pitchstart\",e))},r.prototype._fireMoveEvents=function(e){this.fire(new t.Event(\"move\",e)),this._zooming&&this.fire(new t.Event(\"zoom\",e)),this._rotating&&this.fire(new t.Event(\"rotate\",e)),this._pitching&&this.fire(new t.Event(\"pitch\",e))},r.prototype._afterEase=function(e,r){if(!this._easeId||!r||this._easeId!==r){delete this._easeId;var n=this._zooming,i=this._rotating,a=this._pitching;this._moving=!1,this._zooming=!1,this._rotating=!1,this._pitching=!1,this._padding=!1,n&&this.fire(new t.Event(\"zoomend\",e)),i&&this.fire(new t.Event(\"rotateend\",e)),a&&this.fire(new t.Event(\"pitchend\",e)),this.fire(new t.Event(\"moveend\",e))}},r.prototype.flyTo=function(e,r){var n=this;if(!e.essential&&t.browser.prefersReducedMotion){var i=t.pick(e,[\"center\",\"zoom\",\"bearing\",\"pitch\",\"around\"]);return this.jumpTo(i,r)}this.stop(),e=t.extend({offset:[0,0],speed:1.2,curve:1.42,easing:t.ease},e);var a=this.transform,o=this.getZoom(),s=this.getBearing(),l=this.getPitch(),c=this.getPadding(),u=\"zoom\"in e?t.clamp(+e.zoom,a.minZoom,a.maxZoom):o,f=\"bearing\"in e?this._normalizeBearing(e.bearing,s):s,h=\"pitch\"in e?+e.pitch:l,p=\"padding\"in e?e.padding:a.padding,d=a.zoomScale(u-o),g=t.Point.convert(e.offset),m=a.centerPoint.add(g),v=a.pointLocation(m),y=t.LngLat.convert(e.center||v);this._normalizeCenter(y);var x=a.project(v),b=a.project(y).sub(x),_=e.curve,w=Math.max(a.width,a.height),T=w/d,k=b.mag();if(\"minZoom\"in e){var A=t.clamp(Math.min(e.minZoom,o,u),a.minZoom,a.maxZoom),M=w/a.zoomScale(A-o);_=Math.sqrt(M/k*2)}var S=_*_;function E(t){var e=(T*T-w*w+(t?-1:1)*S*S*k*k)/(2*(t?T:w)*S*k);return Math.log(Math.sqrt(e*e+1)-e)}function L(t){return(Math.exp(t)-Math.exp(-t))/2}function C(t){return(Math.exp(t)+Math.exp(-t))/2}var P=E(0),I=function(t){return C(P)/C(P+_*t)},O=function(t){return w*((C(P)*(L(e=P+_*t)/C(e))-L(P))/S)/k;var e},z=(E(1)-P)/_;if(Math.abs(k)<1e-6||!isFinite(z)){if(Math.abs(w-T)<1e-6)return this.easeTo(e,r);var D=T<w?-1:1;z=Math.abs(Math.log(T/w))/_,O=function(){return 0},I=function(t){return Math.exp(D*_*t)}}if(\"duration\"in e)e.duration=+e.duration;else{var R=\"screenSpeed\"in e?+e.screenSpeed/_:+e.speed;e.duration=1e3*z/R}return e.maxDuration&&e.duration>e.maxDuration&&(e.duration=0),this._zooming=!0,this._rotating=s!==f,this._pitching=h!==l,this._padding=!a.isPaddingEqual(p),this._prepareEase(r,!1),this._ease((function(e){var i=e*z,d=1/I(i);a.zoom=1===e?u:o+a.scaleZoom(d),n._rotating&&(a.bearing=t.number(s,f,e)),n._pitching&&(a.pitch=t.number(l,h,e)),n._padding&&(a.interpolatePadding(c,p,e),m=a.centerPoint.add(g));var v=1===e?y:a.unproject(x.add(b.mult(O(i))).mult(d));a.setLocationAtPoint(a.renderWorldCopies?v.wrap():v,m),n._fireMoveEvents(r)}),(function(){return n._afterEase(r)}),e),this},r.prototype.isEasing=function(){return!!this._easeFrameId},r.prototype.stop=function(){return this._stop()},r.prototype._stop=function(t,e){if(this._easeFrameId&&(this._cancelRenderFrame(this._easeFrameId),delete this._easeFrameId,delete this._onEaseFrame),this._onEaseEnd){var r=this._onEaseEnd;delete this._onEaseEnd,r.call(this,e)}if(!t){var n=this.handlers;n&&n.stop()}return this},r.prototype._ease=function(e,r,n){!1===n.animate||0===n.duration?(e(1),r()):(this._easeStart=t.browser.now(),this._easeOptions=n,this._onEaseFrame=e,this._onEaseEnd=r,this._easeFrameId=this._requestRenderFrame(this._renderFrameCallback))},r.prototype._renderFrameCallback=function(){var e=Math.min((t.browser.now()-this._easeStart)/this._easeOptions.duration,1);this._onEaseFrame(this._easeOptions.easing(e)),e<1?this._easeFrameId=this._requestRenderFrame(this._renderFrameCallback):this.stop()},r.prototype._normalizeBearing=function(e,r){e=t.wrap(e,-180,180);var n=Math.abs(e-r);return Math.abs(e-360-r)<n&&(e-=360),Math.abs(e+360-r)<n&&(e+=360),e},r.prototype._normalizeCenter=function(t){var e=this.transform;if(e.renderWorldCopies&&!e.lngRange){var r=t.lng-e.center.lng;t.lng+=r>180?-360:r<-180?360:0}},r}(t.Evented),bi=function(e){void 0===e&&(e={}),this.options=e,t.bindAll([\"_updateEditLink\",\"_updateData\",\"_updateCompact\"],this)};bi.prototype.getDefaultPosition=function(){return\"bottom-right\"},bi.prototype.onAdd=function(t){var e=this.options&&this.options.compact;return this._map=t,this._container=r.create(\"div\",\"mapboxgl-ctrl mapboxgl-ctrl-attrib\"),this._innerContainer=r.create(\"div\",\"mapboxgl-ctrl-attrib-inner\",this._container),e&&this._container.classList.add(\"mapboxgl-compact\"),this._updateAttributions(),this._updateEditLink(),this._map.on(\"styledata\",this._updateData),this._map.on(\"sourcedata\",this._updateData),this._map.on(\"moveend\",this._updateEditLink),void 0===e&&(this._map.on(\"resize\",this._updateCompact),this._updateCompact()),this._container},bi.prototype.onRemove=function(){r.remove(this._container),this._map.off(\"styledata\",this._updateData),this._map.off(\"sourcedata\",this._updateData),this._map.off(\"moveend\",this._updateEditLink),this._map.off(\"resize\",this._updateCompact),this._map=void 0,this._attribHTML=void 0},bi.prototype._updateEditLink=function(){var e=this._editLink;e||(e=this._editLink=this._container.querySelector(\".mapbox-improve-map\"));var r=[{key:\"owner\",value:this.styleOwner},{key:\"id\",value:this.styleId},{key:\"access_token\",value:this._map._requestManager._customAccessToken||t.config.ACCESS_TOKEN}];if(e){var n=r.reduce((function(t,e,n){return e.value&&(t+=e.key+\"=\"+e.value+(n<r.length-1?\"&\":\"\")),t}),\"?\");e.href=t.config.FEEDBACK_URL+\"/\"+n+(this._map._hash?this._map._hash.getHashString(!0):\"\"),e.rel=\"noopener nofollow\"}},bi.prototype._updateData=function(t){!t||\"metadata\"!==t.sourceDataType&&\"style\"!==t.dataType||(this._updateAttributions(),this._updateEditLink())},bi.prototype._updateAttributions=function(){if(this._map.style){var t=[];if(this.options.customAttribution&&(Array.isArray(this.options.customAttribution)?t=t.concat(this.options.customAttribution.map((function(t){return\"string\"!=typeof t?\"\":t}))):\"string\"==typeof this.options.customAttribution&&t.push(this.options.customAttribution)),this._map.style.stylesheet){var e=this._map.style.stylesheet;this.styleOwner=e.owner,this.styleId=e.id}var r=this._map.style.sourceCaches;for(var n in r){var i=r[n];if(i.used){var a=i.getSource();a.attribution&&t.indexOf(a.attribution)<0&&t.push(a.attribution)}}t.sort((function(t,e){return t.length-e.length}));var o=(t=t.filter((function(e,r){for(var n=r+1;n<t.length;n++)if(t[n].indexOf(e)>=0)return!1;return!0}))).join(\" | \");o!==this._attribHTML&&(this._attribHTML=o,t.length?(this._innerContainer.innerHTML=o,this._container.classList.remove(\"mapboxgl-attrib-empty\")):this._container.classList.add(\"mapboxgl-attrib-empty\"),this._editLink=null)}},bi.prototype._updateCompact=function(){this._map.getCanvasContainer().offsetWidth<=640?this._container.classList.add(\"mapboxgl-compact\"):this._container.classList.remove(\"mapboxgl-compact\")};var _i=function(){t.bindAll([\"_updateLogo\"],this),t.bindAll([\"_updateCompact\"],this)};_i.prototype.onAdd=function(t){this._map=t,this._container=r.create(\"div\",\"mapboxgl-ctrl\");var e=r.create(\"a\",\"mapboxgl-ctrl-logo\");return e.target=\"_blank\",e.rel=\"noopener nofollow\",e.href=\"https://www.mapbox.com/\",e.setAttribute(\"aria-label\",this._map._getUIString(\"LogoControl.Title\")),e.setAttribute(\"rel\",\"noopener nofollow\"),this._container.appendChild(e),this._container.style.display=\"none\",this._map.on(\"sourcedata\",this._updateLogo),this._updateLogo(),this._map.on(\"resize\",this._updateCompact),this._updateCompact(),this._container},_i.prototype.onRemove=function(){r.remove(this._container),this._map.off(\"sourcedata\",this._updateLogo),this._map.off(\"resize\",this._updateCompact)},_i.prototype.getDefaultPosition=function(){return\"bottom-left\"},_i.prototype._updateLogo=function(t){t&&\"metadata\"!==t.sourceDataType||(this._container.style.display=this._logoRequired()?\"block\":\"none\")},_i.prototype._logoRequired=function(){if(this._map.style){var t=this._map.style.sourceCaches;for(var e in t){if(t[e].getSource().mapbox_logo)return!0}return!1}},_i.prototype._updateCompact=function(){var t=this._container.children;if(t.length){var e=t[0];this._map.getCanvasContainer().offsetWidth<250?e.classList.add(\"mapboxgl-compact\"):e.classList.remove(\"mapboxgl-compact\")}};var wi=function(){this._queue=[],this._id=0,this._cleared=!1,this._currentlyRunning=!1};wi.prototype.add=function(t){var e=++this._id;return this._queue.push({callback:t,id:e,cancelled:!1}),e},wi.prototype.remove=function(t){for(var e=this._currentlyRunning,r=0,n=e?this._queue.concat(e):this._queue;r<n.length;r+=1){var i=n[r];if(i.id===t)return void(i.cancelled=!0)}},wi.prototype.run=function(t){void 0===t&&(t=0);var e=this._currentlyRunning=this._queue;this._queue=[];for(var r=0,n=e;r<n.length;r+=1){var i=n[r];if(!i.cancelled&&(i.callback(t),this._cleared))break}this._cleared=!1,this._currentlyRunning=!1},wi.prototype.clear=function(){this._currentlyRunning&&(this._cleared=!0),this._queue=[]};var Ti={\"FullscreenControl.Enter\":\"Enter fullscreen\",\"FullscreenControl.Exit\":\"Exit fullscreen\",\"GeolocateControl.FindMyLocation\":\"Find my location\",\"GeolocateControl.LocationNotAvailable\":\"Location not available\",\"LogoControl.Title\":\"Mapbox logo\",\"NavigationControl.ResetBearing\":\"Reset bearing to north\",\"NavigationControl.ZoomIn\":\"Zoom in\",\"NavigationControl.ZoomOut\":\"Zoom out\",\"ScaleControl.Feet\":\"ft\",\"ScaleControl.Meters\":\"m\",\"ScaleControl.Kilometers\":\"km\",\"ScaleControl.Miles\":\"mi\",\"ScaleControl.NauticalMiles\":\"nm\"},ki=t.window.HTMLImageElement,Ai=t.window.HTMLElement,Mi=t.window.ImageBitmap,Si={center:[0,0],zoom:0,bearing:0,pitch:0,minZoom:-2,maxZoom:22,minPitch:0,maxPitch:60,interactive:!0,scrollZoom:!0,boxZoom:!0,dragRotate:!0,dragPan:!0,keyboard:!0,doubleClickZoom:!0,touchZoomRotate:!0,touchPitch:!0,bearingSnap:7,clickTolerance:3,pitchWithRotate:!0,hash:!1,attributionControl:!0,failIfMajorPerformanceCaveat:!1,preserveDrawingBuffer:!1,trackResize:!0,renderWorldCopies:!0,refreshExpiredTiles:!0,maxTileCacheSize:null,localIdeographFontFamily:\"sans-serif\",transformRequest:null,accessToken:null,fadeDuration:300,crossSourceCollisions:!0},Ei=function(n){function i(e){var r=this;if(null!=(e=t.extend({},Si,e)).minZoom&&null!=e.maxZoom&&e.minZoom>e.maxZoom)throw new Error(\"maxZoom must be greater than or equal to minZoom\");if(null!=e.minPitch&&null!=e.maxPitch&&e.minPitch>e.maxPitch)throw new Error(\"maxPitch must be greater than or equal to minPitch\");if(null!=e.minPitch&&e.minPitch<0)throw new Error(\"minPitch must be greater than or equal to 0\");if(null!=e.maxPitch&&e.maxPitch>60)throw new Error(\"maxPitch must be less than or equal to 60\");var i=new An(e.minZoom,e.maxZoom,e.minPitch,e.maxPitch,e.renderWorldCopies);if(n.call(this,i,e),this._interactive=e.interactive,this._maxTileCacheSize=e.maxTileCacheSize,this._failIfMajorPerformanceCaveat=e.failIfMajorPerformanceCaveat,this._preserveDrawingBuffer=e.preserveDrawingBuffer,this._antialias=e.antialias,this._trackResize=e.trackResize,this._bearingSnap=e.bearingSnap,this._refreshExpiredTiles=e.refreshExpiredTiles,this._fadeDuration=e.fadeDuration,this._crossSourceCollisions=e.crossSourceCollisions,this._crossFadingFactor=1,this._collectResourceTiming=e.collectResourceTiming,this._renderTaskQueue=new wi,this._controls=[],this._mapId=t.uniqueId(),this._locale=t.extend({},Ti,e.locale),this._requestManager=new t.RequestManager(e.transformRequest,e.accessToken),\"string\"==typeof e.container){if(this._container=t.window.document.getElementById(e.container),!this._container)throw new Error(\"Container '\"+e.container+\"' not found.\")}else{if(!(e.container instanceof Ai))throw new Error(\"Invalid type: 'container' must be a String or HTMLElement.\");this._container=e.container}if(e.maxBounds&&this.setMaxBounds(e.maxBounds),t.bindAll([\"_onWindowOnline\",\"_onWindowResize\",\"_contextLost\",\"_contextRestored\"],this),this._setupContainer(),this._setupPainter(),void 0===this.painter)throw new Error(\"Failed to initialize WebGL.\");this.on(\"move\",(function(){return r._update(!1)})),this.on(\"moveend\",(function(){return r._update(!1)})),this.on(\"zoom\",(function(){return r._update(!0)})),void 0!==t.window&&(t.window.addEventListener(\"online\",this._onWindowOnline,!1),t.window.addEventListener(\"resize\",this._onWindowResize,!1)),this.handlers=new yi(this,e);var a=\"string\"==typeof e.hash&&e.hash||void 0;this._hash=e.hash&&new Sn(a).addTo(this),this._hash&&this._hash._onHashChange()||(this.jumpTo({center:e.center,zoom:e.zoom,bearing:e.bearing,pitch:e.pitch}),e.bounds&&(this.resize(),this.fitBounds(e.bounds,t.extend({},e.fitBoundsOptions,{duration:0})))),this.resize(),this._localIdeographFontFamily=e.localIdeographFontFamily,e.style&&this.setStyle(e.style,{localIdeographFontFamily:e.localIdeographFontFamily}),e.attributionControl&&this.addControl(new bi({customAttribution:e.customAttribution})),this.addControl(new _i,e.logoPosition),this.on(\"style.load\",(function(){r.transform.unmodified&&r.jumpTo(r.style.stylesheet)})),this.on(\"data\",(function(e){r._update(\"style\"===e.dataType),r.fire(new t.Event(e.dataType+\"data\",e))})),this.on(\"dataloading\",(function(e){r.fire(new t.Event(e.dataType+\"dataloading\",e))}))}n&&(i.__proto__=n),i.prototype=Object.create(n&&n.prototype),i.prototype.constructor=i;var a={showTileBoundaries:{configurable:!0},showPadding:{configurable:!0},showCollisionBoxes:{configurable:!0},showOverdrawInspector:{configurable:!0},repaint:{configurable:!0},vertices:{configurable:!0},version:{configurable:!0}};return i.prototype._getMapId=function(){return this._mapId},i.prototype.addControl=function(e,r){if(void 0===r&&e.getDefaultPosition&&(r=e.getDefaultPosition()),void 0===r&&(r=\"top-right\"),!e||!e.onAdd)return this.fire(new t.ErrorEvent(new Error(\"Invalid argument to map.addControl(). Argument must be a control with onAdd and onRemove methods.\")));var n=e.onAdd(this);this._controls.push(e);var i=this._controlPositions[r];return-1!==r.indexOf(\"bottom\")?i.insertBefore(n,i.firstChild):i.appendChild(n),this},i.prototype.removeControl=function(e){if(!e||!e.onRemove)return this.fire(new t.ErrorEvent(new Error(\"Invalid argument to map.removeControl(). Argument must be a control with onAdd and onRemove methods.\")));var r=this._controls.indexOf(e);return r>-1&&this._controls.splice(r,1),e.onRemove(this),this},i.prototype.resize=function(e){var r=this._containerDimensions(),n=r[0],i=r[1];this._resizeCanvas(n,i),this.transform.resize(n,i),this.painter.resize(n,i);var a=!this._moving;return a&&(this.stop(),this.fire(new t.Event(\"movestart\",e)).fire(new t.Event(\"move\",e))),this.fire(new t.Event(\"resize\",e)),a&&this.fire(new t.Event(\"moveend\",e)),this},i.prototype.getBounds=function(){return this.transform.getBounds()},i.prototype.getMaxBounds=function(){return this.transform.getMaxBounds()},i.prototype.setMaxBounds=function(e){return this.transform.setMaxBounds(t.LngLatBounds.convert(e)),this._update()},i.prototype.setMinZoom=function(t){if((t=null==t?-2:t)>=-2&&t<=this.transform.maxZoom)return this.transform.minZoom=t,this._update(),this.getZoom()<t&&this.setZoom(t),this;throw new Error(\"minZoom must be between -2 and the current maxZoom, inclusive\")},i.prototype.getMinZoom=function(){return this.transform.minZoom},i.prototype.setMaxZoom=function(t){if((t=null==t?22:t)>=this.transform.minZoom)return this.transform.maxZoom=t,this._update(),this.getZoom()>t&&this.setZoom(t),this;throw new Error(\"maxZoom must be greater than the current minZoom\")},i.prototype.getMaxZoom=function(){return this.transform.maxZoom},i.prototype.setMinPitch=function(t){if((t=null==t?0:t)<0)throw new Error(\"minPitch must be greater than or equal to 0\");if(t>=0&&t<=this.transform.maxPitch)return this.transform.minPitch=t,this._update(),this.getPitch()<t&&this.setPitch(t),this;throw new Error(\"minPitch must be between 0 and the current maxPitch, inclusive\")},i.prototype.getMinPitch=function(){return this.transform.minPitch},i.prototype.setMaxPitch=function(t){if((t=null==t?60:t)>60)throw new Error(\"maxPitch must be less than or equal to 60\");if(t>=this.transform.minPitch)return this.transform.maxPitch=t,this._update(),this.getPitch()>t&&this.setPitch(t),this;throw new Error(\"maxPitch must be greater than the current minPitch\")},i.prototype.getMaxPitch=function(){return this.transform.maxPitch},i.prototype.getRenderWorldCopies=function(){return this.transform.renderWorldCopies},i.prototype.setRenderWorldCopies=function(t){return this.transform.renderWorldCopies=t,this._update()},i.prototype.project=function(e){return this.transform.locationPoint(t.LngLat.convert(e))},i.prototype.unproject=function(e){return this.transform.pointLocation(t.Point.convert(e))},i.prototype.isMoving=function(){return this._moving||this.handlers.isMoving()},i.prototype.isZooming=function(){return this._zooming||this.handlers.isZooming()},i.prototype.isRotating=function(){return this._rotating||this.handlers.isRotating()},i.prototype._createDelegatedListener=function(t,e,r){var n,i=this;if(\"mouseenter\"===t||\"mouseover\"===t){var a=!1;return{layer:e,listener:r,delegates:{mousemove:function(n){var o=i.getLayer(e)?i.queryRenderedFeatures(n.point,{layers:[e]}):[];o.length?a||(a=!0,r.call(i,new Rn(t,i,n.originalEvent,{features:o}))):a=!1},mouseout:function(){a=!1}}}}if(\"mouseleave\"===t||\"mouseout\"===t){var o=!1;return{layer:e,listener:r,delegates:{mousemove:function(n){(i.getLayer(e)?i.queryRenderedFeatures(n.point,{layers:[e]}):[]).length?o=!0:o&&(o=!1,r.call(i,new Rn(t,i,n.originalEvent)))},mouseout:function(e){o&&(o=!1,r.call(i,new Rn(t,i,e.originalEvent)))}}}}return{layer:e,listener:r,delegates:(n={},n[t]=function(t){var n=i.getLayer(e)?i.queryRenderedFeatures(t.point,{layers:[e]}):[];n.length&&(t.features=n,r.call(i,t),delete t.features)},n)}},i.prototype.on=function(t,e,r){if(void 0===r)return n.prototype.on.call(this,t,e);var i=this._createDelegatedListener(t,e,r);for(var a in this._delegatedListeners=this._delegatedListeners||{},this._delegatedListeners[t]=this._delegatedListeners[t]||[],this._delegatedListeners[t].push(i),i.delegates)this.on(a,i.delegates[a]);return this},i.prototype.once=function(t,e,r){if(void 0===r)return n.prototype.once.call(this,t,e);var i=this._createDelegatedListener(t,e,r);for(var a in i.delegates)this.once(a,i.delegates[a]);return this},i.prototype.off=function(t,e,r){var i=this;if(void 0===r)return n.prototype.off.call(this,t,e);return this._delegatedListeners&&this._delegatedListeners[t]&&function(n){for(var a=n[t],o=0;o<a.length;o++){var s=a[o];if(s.layer===e&&s.listener===r){for(var l in s.delegates)i.off(l,s.delegates[l]);return a.splice(o,1),i}}}(this._delegatedListeners),this},i.prototype.queryRenderedFeatures=function(e,r){if(!this.style)return[];var n;if(void 0!==r||void 0===e||e instanceof t.Point||Array.isArray(e)||(r=e,e=void 0),r=r||{},(e=e||[[0,0],[this.transform.width,this.transform.height]])instanceof t.Point||\"number\"==typeof e[0])n=[t.Point.convert(e)];else{var i=t.Point.convert(e[0]),a=t.Point.convert(e[1]);n=[i,new t.Point(a.x,i.y),a,new t.Point(i.x,a.y),i]}return this.style.queryRenderedFeatures(n,r,this.transform)},i.prototype.querySourceFeatures=function(t,e){return this.style.querySourceFeatures(t,e)},i.prototype.setStyle=function(e,r){return!1!==(r=t.extend({},{localIdeographFontFamily:this._localIdeographFontFamily},r)).diff&&r.localIdeographFontFamily===this._localIdeographFontFamily&&this.style&&e?(this._diffStyle(e,r),this):(this._localIdeographFontFamily=r.localIdeographFontFamily,this._updateStyle(e,r))},i.prototype._getUIString=function(t){var e=this._locale[t];if(null==e)throw new Error(\"Missing UI string '\"+t+\"'\");return e},i.prototype._updateStyle=function(t,e){return this.style&&(this.style.setEventedParent(null),this.style._remove()),t?(this.style=new qe(this,e||{}),this.style.setEventedParent(this,{style:this.style}),\"string\"==typeof t?this.style.loadURL(t):this.style.loadJSON(t),this):(delete this.style,this)},i.prototype._lazyInitEmptyStyle=function(){this.style||(this.style=new qe(this,{}),this.style.setEventedParent(this,{style:this.style}),this.style.loadEmpty())},i.prototype._diffStyle=function(e,r){var n=this;if(\"string\"==typeof e){var i=this._requestManager.normalizeStyleURL(e),a=this._requestManager.transformRequest(i,t.ResourceType.Style);t.getJSON(a,(function(e,i){e?n.fire(new t.ErrorEvent(e)):i&&n._updateDiff(i,r)}))}else\"object\"==typeof e&&this._updateDiff(e,r)},i.prototype._updateDiff=function(e,r){try{this.style.setState(e)&&this._update(!0)}catch(n){t.warnOnce(\"Unable to perform style diff: \"+(n.message||n.error||n)+\".  Rebuilding the style from scratch.\"),this._updateStyle(e,r)}},i.prototype.getStyle=function(){if(this.style)return this.style.serialize()},i.prototype.isStyleLoaded=function(){return this.style?this.style.loaded():t.warnOnce(\"There is no style added to the map.\")},i.prototype.addSource=function(t,e){return this._lazyInitEmptyStyle(),this.style.addSource(t,e),this._update(!0)},i.prototype.isSourceLoaded=function(e){var r=this.style&&this.style.sourceCaches[e];if(void 0!==r)return r.loaded();this.fire(new t.ErrorEvent(new Error(\"There is no source with ID '\"+e+\"'\")))},i.prototype.areTilesLoaded=function(){var t=this.style&&this.style.sourceCaches;for(var e in t){var r=t[e]._tiles;for(var n in r){var i=r[n];if(\"loaded\"!==i.state&&\"errored\"!==i.state)return!1}}return!0},i.prototype.addSourceType=function(t,e,r){return this._lazyInitEmptyStyle(),this.style.addSourceType(t,e,r)},i.prototype.removeSource=function(t){return this.style.removeSource(t),this._update(!0)},i.prototype.getSource=function(t){return this.style.getSource(t)},i.prototype.addImage=function(e,r,n){void 0===n&&(n={});var i=n.pixelRatio;void 0===i&&(i=1);var a=n.sdf;void 0===a&&(a=!1);var o=n.stretchX,s=n.stretchY,l=n.content;this._lazyInitEmptyStyle();if(r instanceof ki||Mi&&r instanceof Mi){var c=t.browser.getImageData(r),u=c.width,f=c.height,h=c.data;this.style.addImage(e,{data:new t.RGBAImage({width:u,height:f},h),pixelRatio:i,stretchX:o,stretchY:s,content:l,sdf:a,version:0})}else{if(void 0===r.width||void 0===r.height)return this.fire(new t.ErrorEvent(new Error(\"Invalid arguments to map.addImage(). The second argument must be an `HTMLImageElement`, `ImageData`, `ImageBitmap`, or object with `width`, `height`, and `data` properties with the same format as `ImageData`\")));var p=r.width,d=r.height,g=r.data,m=r;this.style.addImage(e,{data:new t.RGBAImage({width:p,height:d},new Uint8Array(g)),pixelRatio:i,stretchX:o,stretchY:s,content:l,sdf:a,version:0,userImage:m}),m.onAdd&&m.onAdd(this,e)}},i.prototype.updateImage=function(e,r){var n=this.style.getImage(e);if(!n)return this.fire(new t.ErrorEvent(new Error(\"The map has no image with that id. If you are adding a new image use `map.addImage(...)` instead.\")));var i=r instanceof ki||Mi&&r instanceof Mi?t.browser.getImageData(r):r,a=i.width,o=i.height,s=i.data;if(void 0===a||void 0===o)return this.fire(new t.ErrorEvent(new Error(\"Invalid arguments to map.updateImage(). The second argument must be an `HTMLImageElement`, `ImageData`, `ImageBitmap`, or object with `width`, `height`, and `data` properties with the same format as `ImageData`\")));if(a!==n.data.width||o!==n.data.height)return this.fire(new t.ErrorEvent(new Error(\"The width and height of the updated image must be that same as the previous version of the image\")));var l=!(r instanceof ki||Mi&&r instanceof Mi);n.data.replace(s,l),this.style.updateImage(e,n)},i.prototype.hasImage=function(e){return e?!!this.style.getImage(e):(this.fire(new t.ErrorEvent(new Error(\"Missing required image id\"))),!1)},i.prototype.removeImage=function(t){this.style.removeImage(t)},i.prototype.loadImage=function(e,r){t.getImage(this._requestManager.transformRequest(e,t.ResourceType.Image),r)},i.prototype.listImages=function(){return this.style.listImages()},i.prototype.addLayer=function(t,e){return this._lazyInitEmptyStyle(),this.style.addLayer(t,e),this._update(!0)},i.prototype.moveLayer=function(t,e){return this.style.moveLayer(t,e),this._update(!0)},i.prototype.removeLayer=function(t){return this.style.removeLayer(t),this._update(!0)},i.prototype.getLayer=function(t){return this.style.getLayer(t)},i.prototype.setLayerZoomRange=function(t,e,r){return this.style.setLayerZoomRange(t,e,r),this._update(!0)},i.prototype.setFilter=function(t,e,r){return void 0===r&&(r={}),this.style.setFilter(t,e,r),this._update(!0)},i.prototype.getFilter=function(t){return this.style.getFilter(t)},i.prototype.setPaintProperty=function(t,e,r,n){return void 0===n&&(n={}),this.style.setPaintProperty(t,e,r,n),this._update(!0)},i.prototype.getPaintProperty=function(t,e){return this.style.getPaintProperty(t,e)},i.prototype.setLayoutProperty=function(t,e,r,n){return void 0===n&&(n={}),this.style.setLayoutProperty(t,e,r,n),this._update(!0)},i.prototype.getLayoutProperty=function(t,e){return this.style.getLayoutProperty(t,e)},i.prototype.setLight=function(t,e){return void 0===e&&(e={}),this._lazyInitEmptyStyle(),this.style.setLight(t,e),this._update(!0)},i.prototype.getLight=function(){return this.style.getLight()},i.prototype.setFeatureState=function(t,e){return this.style.setFeatureState(t,e),this._update()},i.prototype.removeFeatureState=function(t,e){return this.style.removeFeatureState(t,e),this._update()},i.prototype.getFeatureState=function(t){return this.style.getFeatureState(t)},i.prototype.getContainer=function(){return this._container},i.prototype.getCanvasContainer=function(){return this._canvasContainer},i.prototype.getCanvas=function(){return this._canvas},i.prototype._containerDimensions=function(){var t=0,e=0;return this._container&&(t=this._container.clientWidth||400,e=this._container.clientHeight||300),[t,e]},i.prototype._detectMissingCSS=function(){\"rgb(250, 128, 114)\"!==t.window.getComputedStyle(this._missingCSSCanary).getPropertyValue(\"background-color\")&&t.warnOnce(\"This page appears to be missing CSS declarations for Mapbox GL JS, which may cause the map to display incorrectly. Please ensure your page includes mapbox-gl.css, as described in https://www.mapbox.com/mapbox-gl-js/api/.\")},i.prototype._setupContainer=function(){var t=this._container;t.classList.add(\"mapboxgl-map\"),(this._missingCSSCanary=r.create(\"div\",\"mapboxgl-canary\",t)).style.visibility=\"hidden\",this._detectMissingCSS();var e=this._canvasContainer=r.create(\"div\",\"mapboxgl-canvas-container\",t);this._interactive&&e.classList.add(\"mapboxgl-interactive\"),this._canvas=r.create(\"canvas\",\"mapboxgl-canvas\",e),this._canvas.addEventListener(\"webglcontextlost\",this._contextLost,!1),this._canvas.addEventListener(\"webglcontextrestored\",this._contextRestored,!1),this._canvas.setAttribute(\"tabindex\",\"0\"),this._canvas.setAttribute(\"aria-label\",\"Map\");var n=this._containerDimensions();this._resizeCanvas(n[0],n[1]);var i=this._controlContainer=r.create(\"div\",\"mapboxgl-control-container\",t),a=this._controlPositions={};[\"top-left\",\"top-right\",\"bottom-left\",\"bottom-right\"].forEach((function(t){a[t]=r.create(\"div\",\"mapboxgl-ctrl-\"+t,i)}))},i.prototype._resizeCanvas=function(e,r){var n=t.browser.devicePixelRatio||1;this._canvas.width=n*e,this._canvas.height=n*r,this._canvas.style.width=e+\"px\",this._canvas.style.height=r+\"px\"},i.prototype._setupPainter=function(){var r=t.extend({},e.webGLContextAttributes,{failIfMajorPerformanceCaveat:this._failIfMajorPerformanceCaveat,preserveDrawingBuffer:this._preserveDrawingBuffer,antialias:this._antialias||!1}),n=this._canvas.getContext(\"webgl\",r)||this._canvas.getContext(\"experimental-webgl\",r);n?(this.painter=new _n(n,this.transform),t.webpSupported.testSupport(n)):this.fire(new t.ErrorEvent(new Error(\"Failed to initialize WebGL\")))},i.prototype._contextLost=function(e){e.preventDefault(),this._frame&&(this._frame.cancel(),this._frame=null),this.fire(new t.Event(\"webglcontextlost\",{originalEvent:e}))},i.prototype._contextRestored=function(e){this._setupPainter(),this.resize(),this._update(),this.fire(new t.Event(\"webglcontextrestored\",{originalEvent:e}))},i.prototype.loaded=function(){return!this._styleDirty&&!this._sourcesDirty&&!!this.style&&this.style.loaded()},i.prototype._update=function(t){return this.style?(this._styleDirty=this._styleDirty||t,this._sourcesDirty=!0,this.triggerRepaint(),this):this},i.prototype._requestRenderFrame=function(t){return this._update(),this._renderTaskQueue.add(t)},i.prototype._cancelRenderFrame=function(t){this._renderTaskQueue.remove(t)},i.prototype._render=function(e){var r,n=this,i=0,a=this.painter.context.extTimerQuery;if(this.listens(\"gpu-timing-frame\")&&(r=a.createQueryEXT(),a.beginQueryEXT(a.TIME_ELAPSED_EXT,r),i=t.browser.now()),this.painter.context.setDirty(),this.painter.setBaseState(),this._renderTaskQueue.run(e),!this._removed){var o=!1;if(this.style&&this._styleDirty){this._styleDirty=!1;var s=this.transform.zoom,l=t.browser.now();this.style.zoomHistory.update(s,l);var c=new t.EvaluationParameters(s,{now:l,fadeDuration:this._fadeDuration,zoomHistory:this.style.zoomHistory,transition:this.style.getTransition()}),u=c.crossFadingFactor();1===u&&u===this._crossFadingFactor||(o=!0,this._crossFadingFactor=u),this.style.update(c)}if(this.style&&this._sourcesDirty&&(this._sourcesDirty=!1,this.style._updateSources(this.transform)),this._placementDirty=this.style&&this.style._updatePlacement(this.painter.transform,this.showCollisionBoxes,this._fadeDuration,this._crossSourceCollisions),this.painter.render(this.style,{showTileBoundaries:this.showTileBoundaries,showOverdrawInspector:this._showOverdrawInspector,rotating:this.isRotating(),zooming:this.isZooming(),moving:this.isMoving(),fadeDuration:this._fadeDuration,showPadding:this.showPadding,gpuTiming:!!this.listens(\"gpu-timing-layer\")}),this.fire(new t.Event(\"render\")),this.loaded()&&!this._loaded&&(this._loaded=!0,this.fire(new t.Event(\"load\"))),this.style&&(this.style.hasTransitions()||o)&&(this._styleDirty=!0),this.style&&!this._placementDirty&&this.style._releaseSymbolFadeTiles(),this.listens(\"gpu-timing-frame\")){var f=t.browser.now()-i;a.endQueryEXT(a.TIME_ELAPSED_EXT,r),setTimeout((function(){var e=a.getQueryObjectEXT(r,a.QUERY_RESULT_EXT)/1e6;a.deleteQueryEXT(r),n.fire(new t.Event(\"gpu-timing-frame\",{cpuTime:f,gpuTime:e}))}),50)}if(this.listens(\"gpu-timing-layer\")){var h=this.painter.collectGpuTimers();setTimeout((function(){var e=n.painter.queryGpuTimers(h);n.fire(new t.Event(\"gpu-timing-layer\",{layerTimes:e}))}),50)}return this._sourcesDirty||this._styleDirty||this._placementDirty||this._repaint?this.triggerRepaint():!this.isMoving()&&this.loaded()&&(this._fullyLoaded||(this._fullyLoaded=!0),this.fire(new t.Event(\"idle\"))),this}},i.prototype.remove=function(){this._hash&&this._hash.remove();for(var e=0,r=this._controls;e<r.length;e+=1){r[e].onRemove(this)}this._controls=[],this._frame&&(this._frame.cancel(),this._frame=null),this._renderTaskQueue.clear(),this.painter.destroy(),this.handlers.destroy(),delete this.handlers,this.setStyle(null),void 0!==t.window&&(t.window.removeEventListener(\"resize\",this._onWindowResize,!1),t.window.removeEventListener(\"online\",this._onWindowOnline,!1));var n=this.painter.context.gl.getExtension(\"WEBGL_lose_context\");n&&n.loseContext(),Li(this._canvasContainer),Li(this._controlContainer),Li(this._missingCSSCanary),this._container.classList.remove(\"mapboxgl-map\"),this._removed=!0,this.fire(new t.Event(\"remove\"))},i.prototype.triggerRepaint=function(){var e=this;this.style&&!this._frame&&(this._frame=t.browser.frame((function(t){e._frame=null,e._render(t)})))},i.prototype._onWindowOnline=function(){this._update()},i.prototype._onWindowResize=function(t){this._trackResize&&this.resize({originalEvent:t})._update()},a.showTileBoundaries.get=function(){return!!this._showTileBoundaries},a.showTileBoundaries.set=function(t){this._showTileBoundaries!==t&&(this._showTileBoundaries=t,this._update())},a.showPadding.get=function(){return!!this._showPadding},a.showPadding.set=function(t){this._showPadding!==t&&(this._showPadding=t,this._update())},a.showCollisionBoxes.get=function(){return!!this._showCollisionBoxes},a.showCollisionBoxes.set=function(t){this._showCollisionBoxes!==t&&(this._showCollisionBoxes=t,t?this.style._generateCollisionBoxes():this._update())},a.showOverdrawInspector.get=function(){return!!this._showOverdrawInspector},a.showOverdrawInspector.set=function(t){this._showOverdrawInspector!==t&&(this._showOverdrawInspector=t,this._update())},a.repaint.get=function(){return!!this._repaint},a.repaint.set=function(t){this._repaint!==t&&(this._repaint=t,this.triggerRepaint())},a.vertices.get=function(){return!!this._vertices},a.vertices.set=function(t){this._vertices=t,this._update()},i.prototype._setCacheLimits=function(e,r){t.setCacheLimits(e,r)},a.version.get=function(){return t.version},Object.defineProperties(i.prototype,a),i}(xi);function Li(t){t.parentNode&&t.parentNode.removeChild(t)}var Ci={showCompass:!0,showZoom:!0,visualizePitch:!1},Pi=function(e){var n=this;this.options=t.extend({},Ci,e),this._container=r.create(\"div\",\"mapboxgl-ctrl mapboxgl-ctrl-group\"),this._container.addEventListener(\"contextmenu\",(function(t){return t.preventDefault()})),this.options.showZoom&&(t.bindAll([\"_setButtonTitle\",\"_updateZoomButtons\"],this),this._zoomInButton=this._createButton(\"mapboxgl-ctrl-zoom-in\",(function(t){return n._map.zoomIn({},{originalEvent:t})})),r.create(\"span\",\"mapboxgl-ctrl-icon\",this._zoomInButton).setAttribute(\"aria-hidden\",!0),this._zoomOutButton=this._createButton(\"mapboxgl-ctrl-zoom-out\",(function(t){return n._map.zoomOut({},{originalEvent:t})})),r.create(\"span\",\"mapboxgl-ctrl-icon\",this._zoomOutButton).setAttribute(\"aria-hidden\",!0)),this.options.showCompass&&(t.bindAll([\"_rotateCompassArrow\"],this),this._compass=this._createButton(\"mapboxgl-ctrl-compass\",(function(t){n.options.visualizePitch?n._map.resetNorthPitch({},{originalEvent:t}):n._map.resetNorth({},{originalEvent:t})})),this._compassIcon=r.create(\"span\",\"mapboxgl-ctrl-icon\",this._compass),this._compassIcon.setAttribute(\"aria-hidden\",!0))};Pi.prototype._updateZoomButtons=function(){var t=this._map.getZoom();this._zoomInButton.disabled=t===this._map.getMaxZoom(),this._zoomOutButton.disabled=t===this._map.getMinZoom()},Pi.prototype._rotateCompassArrow=function(){var t=this.options.visualizePitch?\"scale(\"+1/Math.pow(Math.cos(this._map.transform.pitch*(Math.PI/180)),.5)+\") rotateX(\"+this._map.transform.pitch+\"deg) rotateZ(\"+this._map.transform.angle*(180/Math.PI)+\"deg)\":\"rotate(\"+this._map.transform.angle*(180/Math.PI)+\"deg)\";this._compassIcon.style.transform=t},Pi.prototype.onAdd=function(t){return this._map=t,this.options.showZoom&&(this._setButtonTitle(this._zoomInButton,\"ZoomIn\"),this._setButtonTitle(this._zoomOutButton,\"ZoomOut\"),this._map.on(\"zoom\",this._updateZoomButtons),this._updateZoomButtons()),this.options.showCompass&&(this._setButtonTitle(this._compass,\"ResetBearing\"),this.options.visualizePitch&&this._map.on(\"pitch\",this._rotateCompassArrow),this._map.on(\"rotate\",this._rotateCompassArrow),this._rotateCompassArrow(),this._handler=new Ii(this._map,this._compass,this.options.visualizePitch)),this._container},Pi.prototype.onRemove=function(){r.remove(this._container),this.options.showZoom&&this._map.off(\"zoom\",this._updateZoomButtons),this.options.showCompass&&(this.options.visualizePitch&&this._map.off(\"pitch\",this._rotateCompassArrow),this._map.off(\"rotate\",this._rotateCompassArrow),this._handler.off(),delete this._handler),delete this._map},Pi.prototype._createButton=function(t,e){var n=r.create(\"button\",t,this._container);return n.type=\"button\",n.addEventListener(\"click\",e),n},Pi.prototype._setButtonTitle=function(t,e){var r=this._map._getUIString(\"NavigationControl.\"+e);t.title=r,t.setAttribute(\"aria-label\",r)};var Ii=function(e,n,i){void 0===i&&(i=!1),this._clickTolerance=10,this.element=n,this.mouseRotate=new Xn({clickTolerance:e.dragRotate._mouseRotate._clickTolerance}),this.map=e,i&&(this.mousePitch=new Zn({clickTolerance:e.dragRotate._mousePitch._clickTolerance})),t.bindAll([\"mousedown\",\"mousemove\",\"mouseup\",\"touchstart\",\"touchmove\",\"touchend\",\"reset\"],this),r.addEventListener(n,\"mousedown\",this.mousedown),r.addEventListener(n,\"touchstart\",this.touchstart,{passive:!1}),r.addEventListener(n,\"touchmove\",this.touchmove),r.addEventListener(n,\"touchend\",this.touchend),r.addEventListener(n,\"touchcancel\",this.reset)};function Oi(e,r,n){if(e=new t.LngLat(e.lng,e.lat),r){var i=new t.LngLat(e.lng-360,e.lat),a=new t.LngLat(e.lng+360,e.lat),o=n.locationPoint(e).distSqr(r);n.locationPoint(i).distSqr(r)<o?e=i:n.locationPoint(a).distSqr(r)<o&&(e=a)}for(;Math.abs(e.lng-n.center.lng)>180;){var s=n.locationPoint(e);if(s.x>=0&&s.y>=0&&s.x<=n.width&&s.y<=n.height)break;e.lng>n.center.lng?e.lng-=360:e.lng+=360}return e}Ii.prototype.down=function(t,e){this.mouseRotate.mousedown(t,e),this.mousePitch&&this.mousePitch.mousedown(t,e),r.disableDrag()},Ii.prototype.move=function(t,e){var r=this.map,n=this.mouseRotate.mousemoveWindow(t,e);if(n&&n.bearingDelta&&r.setBearing(r.getBearing()+n.bearingDelta),this.mousePitch){var i=this.mousePitch.mousemoveWindow(t,e);i&&i.pitchDelta&&r.setPitch(r.getPitch()+i.pitchDelta)}},Ii.prototype.off=function(){var t=this.element;r.removeEventListener(t,\"mousedown\",this.mousedown),r.removeEventListener(t,\"touchstart\",this.touchstart,{passive:!1}),r.removeEventListener(t,\"touchmove\",this.touchmove),r.removeEventListener(t,\"touchend\",this.touchend),r.removeEventListener(t,\"touchcancel\",this.reset),this.offTemp()},Ii.prototype.offTemp=function(){r.enableDrag(),r.removeEventListener(t.window,\"mousemove\",this.mousemove),r.removeEventListener(t.window,\"mouseup\",this.mouseup)},Ii.prototype.mousedown=function(e){this.down(t.extend({},e,{ctrlKey:!0,preventDefault:function(){return e.preventDefault()}}),r.mousePos(this.element,e)),r.addEventListener(t.window,\"mousemove\",this.mousemove),r.addEventListener(t.window,\"mouseup\",this.mouseup)},Ii.prototype.mousemove=function(t){this.move(t,r.mousePos(this.element,t))},Ii.prototype.mouseup=function(t){this.mouseRotate.mouseupWindow(t),this.mousePitch&&this.mousePitch.mouseupWindow(t),this.offTemp()},Ii.prototype.touchstart=function(t){1!==t.targetTouches.length?this.reset():(this._startPos=this._lastPos=r.touchPos(this.element,t.targetTouches)[0],this.down({type:\"mousedown\",button:0,ctrlKey:!0,preventDefault:function(){return t.preventDefault()}},this._startPos))},Ii.prototype.touchmove=function(t){1!==t.targetTouches.length?this.reset():(this._lastPos=r.touchPos(this.element,t.targetTouches)[0],this.move({preventDefault:function(){return t.preventDefault()}},this._lastPos))},Ii.prototype.touchend=function(t){0===t.targetTouches.length&&this._startPos&&this._lastPos&&this._startPos.dist(this._lastPos)<this._clickTolerance&&this.element.click(),this.reset()},Ii.prototype.reset=function(){this.mouseRotate.reset(),this.mousePitch&&this.mousePitch.reset(),delete this._startPos,delete this._lastPos,this.offTemp()};var zi={center:\"translate(-50%,-50%)\",top:\"translate(-50%,0)\",\"top-left\":\"translate(0,0)\",\"top-right\":\"translate(-100%,0)\",bottom:\"translate(-50%,-100%)\",\"bottom-left\":\"translate(0,-100%)\",\"bottom-right\":\"translate(-100%,-100%)\",left:\"translate(0,-50%)\",right:\"translate(-100%,-50%)\"};function Di(t,e,r){var n=t.classList;for(var i in zi)n.remove(\"mapboxgl-\"+r+\"-anchor-\"+i);n.add(\"mapboxgl-\"+r+\"-anchor-\"+e)}var Ri,Fi=function(e){function n(n,i){var a=this;if(e.call(this),(n instanceof t.window.HTMLElement||i)&&(n=t.extend({element:n},i)),t.bindAll([\"_update\",\"_onMove\",\"_onUp\",\"_addDragHandler\",\"_onMapClick\",\"_onKeyPress\"],this),this._anchor=n&&n.anchor||\"center\",this._color=n&&n.color||\"#3FB1CE\",this._draggable=n&&n.draggable||!1,this._state=\"inactive\",this._rotation=n&&n.rotation||0,this._rotationAlignment=n&&n.rotationAlignment||\"auto\",this._pitchAlignment=n&&n.pitchAlignment&&\"auto\"!==n.pitchAlignment?n.pitchAlignment:this._rotationAlignment,n&&n.element)this._element=n.element,this._offset=t.Point.convert(n&&n.offset||[0,0]);else{this._defaultMarker=!0,this._element=r.create(\"div\"),this._element.setAttribute(\"aria-label\",\"Map marker\");var o=r.createNS(\"http://www.w3.org/2000/svg\",\"svg\");o.setAttributeNS(null,\"display\",\"block\"),o.setAttributeNS(null,\"height\",\"41px\"),o.setAttributeNS(null,\"width\",\"27px\"),o.setAttributeNS(null,\"viewBox\",\"0 0 27 41\");var s=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");s.setAttributeNS(null,\"stroke\",\"none\"),s.setAttributeNS(null,\"stroke-width\",\"1\"),s.setAttributeNS(null,\"fill\",\"none\"),s.setAttributeNS(null,\"fill-rule\",\"evenodd\");var l=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");l.setAttributeNS(null,\"fill-rule\",\"nonzero\");var c=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");c.setAttributeNS(null,\"transform\",\"translate(3.0, 29.0)\"),c.setAttributeNS(null,\"fill\",\"#000000\");for(var u=0,f=[{rx:\"10.5\",ry:\"5.25002273\"},{rx:\"10.5\",ry:\"5.25002273\"},{rx:\"9.5\",ry:\"4.77275007\"},{rx:\"8.5\",ry:\"4.29549936\"},{rx:\"7.5\",ry:\"3.81822308\"},{rx:\"6.5\",ry:\"3.34094679\"},{rx:\"5.5\",ry:\"2.86367051\"},{rx:\"4.5\",ry:\"2.38636864\"}];u<f.length;u+=1){var h=f[u],p=r.createNS(\"http://www.w3.org/2000/svg\",\"ellipse\");p.setAttributeNS(null,\"opacity\",\"0.04\"),p.setAttributeNS(null,\"cx\",\"10.5\"),p.setAttributeNS(null,\"cy\",\"5.80029008\"),p.setAttributeNS(null,\"rx\",h.rx),p.setAttributeNS(null,\"ry\",h.ry),c.appendChild(p)}var d=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");d.setAttributeNS(null,\"fill\",this._color);var g=r.createNS(\"http://www.w3.org/2000/svg\",\"path\");g.setAttributeNS(null,\"d\",\"M27,13.5 C27,19.074644 20.250001,27.000002 14.75,34.500002 C14.016665,35.500004 12.983335,35.500004 12.25,34.500002 C6.7499993,27.000002 0,19.222562 0,13.5 C0,6.0441559 6.0441559,0 13.5,0 C20.955844,0 27,6.0441559 27,13.5 Z\"),d.appendChild(g);var m=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");m.setAttributeNS(null,\"opacity\",\"0.25\"),m.setAttributeNS(null,\"fill\",\"#000000\");var v=r.createNS(\"http://www.w3.org/2000/svg\",\"path\");v.setAttributeNS(null,\"d\",\"M13.5,0 C6.0441559,0 0,6.0441559 0,13.5 C0,19.222562 6.7499993,27 12.25,34.5 C13,35.522727 14.016664,35.500004 14.75,34.5 C20.250001,27 27,19.074644 27,13.5 C27,6.0441559 20.955844,0 13.5,0 Z M13.5,1 C20.415404,1 26,6.584596 26,13.5 C26,15.898657 24.495584,19.181431 22.220703,22.738281 C19.945823,26.295132 16.705119,30.142167 13.943359,33.908203 C13.743445,34.180814 13.612715,34.322738 13.5,34.441406 C13.387285,34.322738 13.256555,34.180814 13.056641,33.908203 C10.284481,30.127985 7.4148684,26.314159 5.015625,22.773438 C2.6163816,19.232715 1,15.953538 1,13.5 C1,6.584596 6.584596,1 13.5,1 Z\"),m.appendChild(v);var y=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");y.setAttributeNS(null,\"transform\",\"translate(6.0, 7.0)\"),y.setAttributeNS(null,\"fill\",\"#FFFFFF\");var x=r.createNS(\"http://www.w3.org/2000/svg\",\"g\");x.setAttributeNS(null,\"transform\",\"translate(8.0, 8.0)\");var b=r.createNS(\"http://www.w3.org/2000/svg\",\"circle\");b.setAttributeNS(null,\"fill\",\"#000000\"),b.setAttributeNS(null,\"opacity\",\"0.25\"),b.setAttributeNS(null,\"cx\",\"5.5\"),b.setAttributeNS(null,\"cy\",\"5.5\"),b.setAttributeNS(null,\"r\",\"5.4999962\");var _=r.createNS(\"http://www.w3.org/2000/svg\",\"circle\");_.setAttributeNS(null,\"fill\",\"#FFFFFF\"),_.setAttributeNS(null,\"cx\",\"5.5\"),_.setAttributeNS(null,\"cy\",\"5.5\"),_.setAttributeNS(null,\"r\",\"5.4999962\"),x.appendChild(b),x.appendChild(_),l.appendChild(c),l.appendChild(d),l.appendChild(m),l.appendChild(y),l.appendChild(x),o.appendChild(l),this._element.appendChild(o),this._offset=t.Point.convert(n&&n.offset||[0,-14])}this._element.classList.add(\"mapboxgl-marker\"),this._element.addEventListener(\"dragstart\",(function(t){t.preventDefault()})),this._element.addEventListener(\"mousedown\",(function(t){t.preventDefault()})),this._element.addEventListener(\"focus\",(function(){var t=a._map.getContainer();t.scrollTop=0,t.scrollLeft=0})),Di(this._element,this._anchor,\"marker\"),this._popup=null}return e&&(n.__proto__=e),n.prototype=Object.create(e&&e.prototype),n.prototype.constructor=n,n.prototype.addTo=function(t){return this.remove(),this._map=t,t.getCanvasContainer().appendChild(this._element),t.on(\"move\",this._update),t.on(\"moveend\",this._update),this.setDraggable(this._draggable),this._update(),this._map.on(\"click\",this._onMapClick),this},n.prototype.remove=function(){return this._map&&(this._map.off(\"click\",this._onMapClick),this._map.off(\"move\",this._update),this._map.off(\"moveend\",this._update),this._map.off(\"mousedown\",this._addDragHandler),this._map.off(\"touchstart\",this._addDragHandler),this._map.off(\"mouseup\",this._onUp),this._map.off(\"touchend\",this._onUp),this._map.off(\"mousemove\",this._onMove),this._map.off(\"touchmove\",this._onMove),delete this._map),r.remove(this._element),this._popup&&this._popup.remove(),this},n.prototype.getLngLat=function(){return this._lngLat},n.prototype.setLngLat=function(e){return this._lngLat=t.LngLat.convert(e),this._pos=null,this._popup&&this._popup.setLngLat(this._lngLat),this._update(),this},n.prototype.getElement=function(){return this._element},n.prototype.setPopup=function(t){if(this._popup&&(this._popup.remove(),this._popup=null,this._element.removeEventListener(\"keypress\",this._onKeyPress),this._originalTabIndex||this._element.removeAttribute(\"tabindex\")),t){if(!(\"offset\"in t.options)){var e=Math.sqrt(Math.pow(13.5,2)/2);t.options.offset=this._defaultMarker?{top:[0,0],\"top-left\":[0,0],\"top-right\":[0,0],bottom:[0,-38.1],\"bottom-left\":[e,-1*(24.6+e)],\"bottom-right\":[-e,-1*(24.6+e)],left:[13.5,-24.6],right:[-13.5,-24.6]}:this._offset}this._popup=t,this._lngLat&&this._popup.setLngLat(this._lngLat),this._originalTabIndex=this._element.getAttribute(\"tabindex\"),this._originalTabIndex||this._element.setAttribute(\"tabindex\",\"0\"),this._element.addEventListener(\"keypress\",this._onKeyPress)}return this},n.prototype._onKeyPress=function(t){var e=t.code,r=t.charCode||t.keyCode;\"Space\"!==e&&\"Enter\"!==e&&32!==r&&13!==r||this.togglePopup()},n.prototype._onMapClick=function(t){var e=t.originalEvent.target,r=this._element;this._popup&&(e===r||r.contains(e))&&this.togglePopup()},n.prototype.getPopup=function(){return this._popup},n.prototype.togglePopup=function(){var t=this._popup;return t?(t.isOpen()?t.remove():t.addTo(this._map),this):this},n.prototype._update=function(t){if(this._map){this._map.transform.renderWorldCopies&&(this._lngLat=Oi(this._lngLat,this._pos,this._map.transform)),this._pos=this._map.project(this._lngLat)._add(this._offset);var e=\"\";\"viewport\"===this._rotationAlignment||\"auto\"===this._rotationAlignment?e=\"rotateZ(\"+this._rotation+\"deg)\":\"map\"===this._rotationAlignment&&(e=\"rotateZ(\"+(this._rotation-this._map.getBearing())+\"deg)\");var n=\"\";\"viewport\"===this._pitchAlignment||\"auto\"===this._pitchAlignment?n=\"rotateX(0deg)\":\"map\"===this._pitchAlignment&&(n=\"rotateX(\"+this._map.getPitch()+\"deg)\"),t&&\"moveend\"!==t.type||(this._pos=this._pos.round()),r.setTransform(this._element,zi[this._anchor]+\" translate(\"+this._pos.x+\"px, \"+this._pos.y+\"px) \"+n+\" \"+e)}},n.prototype.getOffset=function(){return this._offset},n.prototype.setOffset=function(e){return this._offset=t.Point.convert(e),this._update(),this},n.prototype._onMove=function(e){this._pos=e.point.sub(this._positionDelta),this._lngLat=this._map.unproject(this._pos),this.setLngLat(this._lngLat),this._element.style.pointerEvents=\"none\",\"pending\"===this._state&&(this._state=\"active\",this.fire(new t.Event(\"dragstart\"))),this.fire(new t.Event(\"drag\"))},n.prototype._onUp=function(){this._element.style.pointerEvents=\"auto\",this._positionDelta=null,this._map.off(\"mousemove\",this._onMove),this._map.off(\"touchmove\",this._onMove),\"active\"===this._state&&this.fire(new t.Event(\"dragend\")),this._state=\"inactive\"},n.prototype._addDragHandler=function(t){this._element.contains(t.originalEvent.target)&&(t.preventDefault(),this._positionDelta=t.point.sub(this._pos).add(this._offset),this._state=\"pending\",this._map.on(\"mousemove\",this._onMove),this._map.on(\"touchmove\",this._onMove),this._map.once(\"mouseup\",this._onUp),this._map.once(\"touchend\",this._onUp))},n.prototype.setDraggable=function(t){return this._draggable=!!t,this._map&&(t?(this._map.on(\"mousedown\",this._addDragHandler),this._map.on(\"touchstart\",this._addDragHandler)):(this._map.off(\"mousedown\",this._addDragHandler),this._map.off(\"touchstart\",this._addDragHandler))),this},n.prototype.isDraggable=function(){return this._draggable},n.prototype.setRotation=function(t){return this._rotation=t||0,this._update(),this},n.prototype.getRotation=function(){return this._rotation},n.prototype.setRotationAlignment=function(t){return this._rotationAlignment=t||\"auto\",this._update(),this},n.prototype.getRotationAlignment=function(){return this._rotationAlignment},n.prototype.setPitchAlignment=function(t){return this._pitchAlignment=t&&\"auto\"!==t?t:this._rotationAlignment,this._update(),this},n.prototype.getPitchAlignment=function(){return this._pitchAlignment},n}(t.Evented),Bi={positionOptions:{enableHighAccuracy:!1,maximumAge:0,timeout:6e3},fitBoundsOptions:{maxZoom:15},trackUserLocation:!1,showAccuracyCircle:!0,showUserLocation:!0};var Ni=0,ji=!1,Ui=function(e){function n(r){e.call(this),this.options=t.extend({},Bi,r),t.bindAll([\"_onSuccess\",\"_onError\",\"_onZoom\",\"_finish\",\"_setupUI\",\"_updateCamera\",\"_updateMarker\"],this)}return e&&(n.__proto__=e),n.prototype=Object.create(e&&e.prototype),n.prototype.constructor=n,n.prototype.onAdd=function(e){var n;return this._map=e,this._container=r.create(\"div\",\"mapboxgl-ctrl mapboxgl-ctrl-group\"),n=this._setupUI,void 0!==Ri?n(Ri):void 0!==t.window.navigator.permissions?t.window.navigator.permissions.query({name:\"geolocation\"}).then((function(t){Ri=\"denied\"!==t.state,n(Ri)})):(Ri=!!t.window.navigator.geolocation,n(Ri)),this._container},n.prototype.onRemove=function(){void 0!==this._geolocationWatchID&&(t.window.navigator.geolocation.clearWatch(this._geolocationWatchID),this._geolocationWatchID=void 0),this.options.showUserLocation&&this._userLocationDotMarker&&this._userLocationDotMarker.remove(),this.options.showAccuracyCircle&&this._accuracyCircleMarker&&this._accuracyCircleMarker.remove(),r.remove(this._container),this._map.off(\"zoom\",this._onZoom),this._map=void 0,Ni=0,ji=!1},n.prototype._isOutOfMapMaxBounds=function(t){var e=this._map.getMaxBounds(),r=t.coords;return e&&(r.longitude<e.getWest()||r.longitude>e.getEast()||r.latitude<e.getSouth()||r.latitude>e.getNorth())},n.prototype._setErrorState=function(){switch(this._watchState){case\"WAITING_ACTIVE\":this._watchState=\"ACTIVE_ERROR\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active-error\");break;case\"ACTIVE_LOCK\":this._watchState=\"ACTIVE_ERROR\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active-error\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\");break;case\"BACKGROUND\":this._watchState=\"BACKGROUND_ERROR\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-background-error\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\")}},n.prototype._onSuccess=function(e){if(this._map){if(this._isOutOfMapMaxBounds(e))return this._setErrorState(),this.fire(new t.Event(\"outofmaxbounds\",e)),this._updateMarker(),void this._finish();if(this.options.trackUserLocation)switch(this._lastKnownPosition=e,this._watchState){case\"WAITING_ACTIVE\":case\"ACTIVE_LOCK\":case\"ACTIVE_ERROR\":this._watchState=\"ACTIVE_LOCK\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active-error\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active\");break;case\"BACKGROUND\":case\"BACKGROUND_ERROR\":this._watchState=\"BACKGROUND\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background-error\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-background\")}this.options.showUserLocation&&\"OFF\"!==this._watchState&&this._updateMarker(e),this.options.trackUserLocation&&\"ACTIVE_LOCK\"!==this._watchState||this._updateCamera(e),this.options.showUserLocation&&this._dotElement.classList.remove(\"mapboxgl-user-location-dot-stale\"),this.fire(new t.Event(\"geolocate\",e)),this._finish()}},n.prototype._updateCamera=function(e){var r=new t.LngLat(e.coords.longitude,e.coords.latitude),n=e.coords.accuracy,i=this._map.getBearing(),a=t.extend({bearing:i},this.options.fitBoundsOptions);this._map.fitBounds(r.toBounds(n),a,{geolocateSource:!0})},n.prototype._updateMarker=function(e){if(e){var r=new t.LngLat(e.coords.longitude,e.coords.latitude);this._accuracyCircleMarker.setLngLat(r).addTo(this._map),this._userLocationDotMarker.setLngLat(r).addTo(this._map),this._accuracy=e.coords.accuracy,this.options.showUserLocation&&this.options.showAccuracyCircle&&this._updateCircleRadius()}else this._userLocationDotMarker.remove(),this._accuracyCircleMarker.remove()},n.prototype._updateCircleRadius=function(){var t=this._map._container.clientHeight/2,e=this._map.unproject([0,t]),r=this._map.unproject([1,t]),n=e.distanceTo(r),i=Math.ceil(2*this._accuracy/n);this._circleElement.style.width=i+\"px\",this._circleElement.style.height=i+\"px\"},n.prototype._onZoom=function(){this.options.showUserLocation&&this.options.showAccuracyCircle&&this._updateCircleRadius()},n.prototype._onError=function(e){if(this._map){if(this.options.trackUserLocation)if(1===e.code){this._watchState=\"OFF\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active-error\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background-error\"),this._geolocateButton.disabled=!0;var r=this._map._getUIString(\"GeolocateControl.LocationNotAvailable\");this._geolocateButton.title=r,this._geolocateButton.setAttribute(\"aria-label\",r),void 0!==this._geolocationWatchID&&this._clearWatch()}else{if(3===e.code&&ji)return;this._setErrorState()}\"OFF\"!==this._watchState&&this.options.showUserLocation&&this._dotElement.classList.add(\"mapboxgl-user-location-dot-stale\"),this.fire(new t.Event(\"error\",e)),this._finish()}},n.prototype._finish=function(){this._timeoutId&&clearTimeout(this._timeoutId),this._timeoutId=void 0},n.prototype._setupUI=function(e){var n=this;if(this._container.addEventListener(\"contextmenu\",(function(t){return t.preventDefault()})),this._geolocateButton=r.create(\"button\",\"mapboxgl-ctrl-geolocate\",this._container),r.create(\"span\",\"mapboxgl-ctrl-icon\",this._geolocateButton).setAttribute(\"aria-hidden\",!0),this._geolocateButton.type=\"button\",!1===e){t.warnOnce(\"Geolocation support is not available so the GeolocateControl will be disabled.\");var i=this._map._getUIString(\"GeolocateControl.LocationNotAvailable\");this._geolocateButton.disabled=!0,this._geolocateButton.title=i,this._geolocateButton.setAttribute(\"aria-label\",i)}else{var a=this._map._getUIString(\"GeolocateControl.FindMyLocation\");this._geolocateButton.title=a,this._geolocateButton.setAttribute(\"aria-label\",a)}this.options.trackUserLocation&&(this._geolocateButton.setAttribute(\"aria-pressed\",\"false\"),this._watchState=\"OFF\"),this.options.showUserLocation&&(this._dotElement=r.create(\"div\",\"mapboxgl-user-location-dot\"),this._userLocationDotMarker=new Fi(this._dotElement),this._circleElement=r.create(\"div\",\"mapboxgl-user-location-accuracy-circle\"),this._accuracyCircleMarker=new Fi({element:this._circleElement,pitchAlignment:\"map\"}),this.options.trackUserLocation&&(this._watchState=\"OFF\"),this._map.on(\"zoom\",this._onZoom)),this._geolocateButton.addEventListener(\"click\",this.trigger.bind(this)),this._setup=!0,this.options.trackUserLocation&&this._map.on(\"movestart\",(function(e){var r=e.originalEvent&&\"resize\"===e.originalEvent.type;e.geolocateSource||\"ACTIVE_LOCK\"!==n._watchState||r||(n._watchState=\"BACKGROUND\",n._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-background\"),n._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active\"),n.fire(new t.Event(\"trackuserlocationend\")))}))},n.prototype.trigger=function(){if(!this._setup)return t.warnOnce(\"Geolocate control triggered before added to a map\"),!1;if(this.options.trackUserLocation){switch(this._watchState){case\"OFF\":this._watchState=\"WAITING_ACTIVE\",this.fire(new t.Event(\"trackuserlocationstart\"));break;case\"WAITING_ACTIVE\":case\"ACTIVE_LOCK\":case\"ACTIVE_ERROR\":case\"BACKGROUND_ERROR\":Ni--,ji=!1,this._watchState=\"OFF\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-active-error\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background\"),this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background-error\"),this.fire(new t.Event(\"trackuserlocationend\"));break;case\"BACKGROUND\":this._watchState=\"ACTIVE_LOCK\",this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-background\"),this._lastKnownPosition&&this._updateCamera(this._lastKnownPosition),this.fire(new t.Event(\"trackuserlocationstart\"))}switch(this._watchState){case\"WAITING_ACTIVE\":this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active\");break;case\"ACTIVE_LOCK\":this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active\");break;case\"ACTIVE_ERROR\":this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-active-error\");break;case\"BACKGROUND\":this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-background\");break;case\"BACKGROUND_ERROR\":this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-background-error\")}if(\"OFF\"===this._watchState&&void 0!==this._geolocationWatchID)this._clearWatch();else if(void 0===this._geolocationWatchID){var e;this._geolocateButton.classList.add(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.setAttribute(\"aria-pressed\",\"true\"),++Ni>1?(e={maximumAge:6e5,timeout:0},ji=!0):(e=this.options.positionOptions,ji=!1),this._geolocationWatchID=t.window.navigator.geolocation.watchPosition(this._onSuccess,this._onError,e)}}else t.window.navigator.geolocation.getCurrentPosition(this._onSuccess,this._onError,this.options.positionOptions),this._timeoutId=setTimeout(this._finish,1e4);return!0},n.prototype._clearWatch=function(){t.window.navigator.geolocation.clearWatch(this._geolocationWatchID),this._geolocationWatchID=void 0,this._geolocateButton.classList.remove(\"mapboxgl-ctrl-geolocate-waiting\"),this._geolocateButton.setAttribute(\"aria-pressed\",\"false\"),this.options.showUserLocation&&this._updateMarker(null)},n}(t.Evented),Vi={maxWidth:100,unit:\"metric\"},Hi=function(e){this.options=t.extend({},Vi,e),t.bindAll([\"_onMove\",\"setUnit\"],this)};function qi(t,e,r){var n=r&&r.maxWidth||100,i=t._container.clientHeight/2,a=t.unproject([0,i]),o=t.unproject([n,i]),s=a.distanceTo(o);if(r&&\"imperial\"===r.unit){var l=3.2808*s;if(l>5280)Gi(e,n,l/5280,t._getUIString(\"ScaleControl.Miles\"));else Gi(e,n,l,t._getUIString(\"ScaleControl.Feet\"))}else if(r&&\"nautical\"===r.unit){Gi(e,n,s/1852,t._getUIString(\"ScaleControl.NauticalMiles\"))}else s>=1e3?Gi(e,n,s/1e3,t._getUIString(\"ScaleControl.Kilometers\")):Gi(e,n,s,t._getUIString(\"ScaleControl.Meters\"))}function Gi(t,e,r,n){var i,a,o,s=(i=r,a=Math.pow(10,(\"\"+Math.floor(i)).length-1),o=(o=i/a)>=10?10:o>=5?5:o>=3?3:o>=2?2:o>=1?1:function(t){var e=Math.pow(10,Math.ceil(-Math.log(t)/Math.LN10));return Math.round(t*e)/e}(o),a*o),l=s/r;t.style.width=e*l+\"px\",t.innerHTML=s+\"&nbsp;\"+n}Hi.prototype.getDefaultPosition=function(){return\"bottom-left\"},Hi.prototype._onMove=function(){qi(this._map,this._container,this.options)},Hi.prototype.onAdd=function(t){return this._map=t,this._container=r.create(\"div\",\"mapboxgl-ctrl mapboxgl-ctrl-scale\",t.getContainer()),this._map.on(\"move\",this._onMove),this._onMove(),this._container},Hi.prototype.onRemove=function(){r.remove(this._container),this._map.off(\"move\",this._onMove),this._map=void 0},Hi.prototype.setUnit=function(t){this.options.unit=t,qi(this._map,this._container,this.options)};var Yi=function(e){this._fullscreen=!1,e&&e.container&&(e.container instanceof t.window.HTMLElement?this._container=e.container:t.warnOnce(\"Full screen control 'container' must be a DOM element.\")),t.bindAll([\"_onClickFullscreen\",\"_changeIcon\"],this),\"onfullscreenchange\"in t.window.document?this._fullscreenchange=\"fullscreenchange\":\"onmozfullscreenchange\"in t.window.document?this._fullscreenchange=\"mozfullscreenchange\":\"onwebkitfullscreenchange\"in t.window.document?this._fullscreenchange=\"webkitfullscreenchange\":\"onmsfullscreenchange\"in t.window.document&&(this._fullscreenchange=\"MSFullscreenChange\")};Yi.prototype.onAdd=function(e){return this._map=e,this._container||(this._container=this._map.getContainer()),this._controlContainer=r.create(\"div\",\"mapboxgl-ctrl mapboxgl-ctrl-group\"),this._checkFullscreenSupport()?this._setupUI():(this._controlContainer.style.display=\"none\",t.warnOnce(\"This device does not support fullscreen mode.\")),this._controlContainer},Yi.prototype.onRemove=function(){r.remove(this._controlContainer),this._map=null,t.window.document.removeEventListener(this._fullscreenchange,this._changeIcon)},Yi.prototype._checkFullscreenSupport=function(){return!!(t.window.document.fullscreenEnabled||t.window.document.mozFullScreenEnabled||t.window.document.msFullscreenEnabled||t.window.document.webkitFullscreenEnabled)},Yi.prototype._setupUI=function(){var e=this._fullscreenButton=r.create(\"button\",\"mapboxgl-ctrl-fullscreen\",this._controlContainer);r.create(\"span\",\"mapboxgl-ctrl-icon\",e).setAttribute(\"aria-hidden\",!0),e.type=\"button\",this._updateTitle(),this._fullscreenButton.addEventListener(\"click\",this._onClickFullscreen),t.window.document.addEventListener(this._fullscreenchange,this._changeIcon)},Yi.prototype._updateTitle=function(){var t=this._getTitle();this._fullscreenButton.setAttribute(\"aria-label\",t),this._fullscreenButton.title=t},Yi.prototype._getTitle=function(){return this._map._getUIString(this._isFullscreen()?\"FullscreenControl.Exit\":\"FullscreenControl.Enter\")},Yi.prototype._isFullscreen=function(){return this._fullscreen},Yi.prototype._changeIcon=function(){(t.window.document.fullscreenElement||t.window.document.mozFullScreenElement||t.window.document.webkitFullscreenElement||t.window.document.msFullscreenElement)===this._container!==this._fullscreen&&(this._fullscreen=!this._fullscreen,this._fullscreenButton.classList.toggle(\"mapboxgl-ctrl-shrink\"),this._fullscreenButton.classList.toggle(\"mapboxgl-ctrl-fullscreen\"),this._updateTitle())},Yi.prototype._onClickFullscreen=function(){this._isFullscreen()?t.window.document.exitFullscreen?t.window.document.exitFullscreen():t.window.document.mozCancelFullScreen?t.window.document.mozCancelFullScreen():t.window.document.msExitFullscreen?t.window.document.msExitFullscreen():t.window.document.webkitCancelFullScreen&&t.window.document.webkitCancelFullScreen():this._container.requestFullscreen?this._container.requestFullscreen():this._container.mozRequestFullScreen?this._container.mozRequestFullScreen():this._container.msRequestFullscreen?this._container.msRequestFullscreen():this._container.webkitRequestFullscreen&&this._container.webkitRequestFullscreen()};var Wi={closeButton:!0,closeOnClick:!0,className:\"\",maxWidth:\"240px\"},Xi=function(e){function n(r){e.call(this),this.options=t.extend(Object.create(Wi),r),t.bindAll([\"_update\",\"_onClose\",\"remove\",\"_onMouseMove\",\"_onMouseUp\",\"_onDrag\"],this)}return e&&(n.__proto__=e),n.prototype=Object.create(e&&e.prototype),n.prototype.constructor=n,n.prototype.addTo=function(e){return this._map&&this.remove(),this._map=e,this.options.closeOnClick&&this._map.on(\"click\",this._onClose),this.options.closeOnMove&&this._map.on(\"move\",this._onClose),this._map.on(\"remove\",this.remove),this._update(),this._trackPointer?(this._map.on(\"mousemove\",this._onMouseMove),this._map.on(\"mouseup\",this._onMouseUp),this._container&&this._container.classList.add(\"mapboxgl-popup-track-pointer\"),this._map._canvasContainer.classList.add(\"mapboxgl-track-pointer\")):this._map.on(\"move\",this._update),this.fire(new t.Event(\"open\")),this},n.prototype.isOpen=function(){return!!this._map},n.prototype.remove=function(){return this._content&&r.remove(this._content),this._container&&(r.remove(this._container),delete this._container),this._map&&(this._map.off(\"move\",this._update),this._map.off(\"move\",this._onClose),this._map.off(\"click\",this._onClose),this._map.off(\"remove\",this.remove),this._map.off(\"mousemove\",this._onMouseMove),this._map.off(\"mouseup\",this._onMouseUp),this._map.off(\"drag\",this._onDrag),delete this._map),this.fire(new t.Event(\"close\")),this},n.prototype.getLngLat=function(){return this._lngLat},n.prototype.setLngLat=function(e){return this._lngLat=t.LngLat.convert(e),this._pos=null,this._trackPointer=!1,this._update(),this._map&&(this._map.on(\"move\",this._update),this._map.off(\"mousemove\",this._onMouseMove),this._container&&this._container.classList.remove(\"mapboxgl-popup-track-pointer\"),this._map._canvasContainer.classList.remove(\"mapboxgl-track-pointer\")),this},n.prototype.trackPointer=function(){return this._trackPointer=!0,this._pos=null,this._update(),this._map&&(this._map.off(\"move\",this._update),this._map.on(\"mousemove\",this._onMouseMove),this._map.on(\"drag\",this._onDrag),this._container&&this._container.classList.add(\"mapboxgl-popup-track-pointer\"),this._map._canvasContainer.classList.add(\"mapboxgl-track-pointer\")),this},n.prototype.getElement=function(){return this._container},n.prototype.setText=function(e){return this.setDOMContent(t.window.document.createTextNode(e))},n.prototype.setHTML=function(e){var r,n=t.window.document.createDocumentFragment(),i=t.window.document.createElement(\"body\");for(i.innerHTML=e;r=i.firstChild;)n.appendChild(r);return this.setDOMContent(n)},n.prototype.getMaxWidth=function(){return this._container&&this._container.style.maxWidth},n.prototype.setMaxWidth=function(t){return this.options.maxWidth=t,this._update(),this},n.prototype.setDOMContent=function(t){return this._createContent(),this._content.appendChild(t),this._update(),this},n.prototype.addClassName=function(t){this._container&&this._container.classList.add(t)},n.prototype.removeClassName=function(t){this._container&&this._container.classList.remove(t)},n.prototype.toggleClassName=function(t){if(this._container)return this._container.classList.toggle(t)},n.prototype._createContent=function(){this._content&&r.remove(this._content),this._content=r.create(\"div\",\"mapboxgl-popup-content\",this._container),this.options.closeButton&&(this._closeButton=r.create(\"button\",\"mapboxgl-popup-close-button\",this._content),this._closeButton.type=\"button\",this._closeButton.setAttribute(\"aria-label\",\"Close popup\"),this._closeButton.innerHTML=\"&#215;\",this._closeButton.addEventListener(\"click\",this._onClose))},n.prototype._onMouseUp=function(t){this._update(t.point)},n.prototype._onMouseMove=function(t){this._update(t.point)},n.prototype._onDrag=function(t){this._update(t.point)},n.prototype._update=function(e){var n=this,i=this._lngLat||this._trackPointer;if(this._map&&i&&this._content&&(this._container||(this._container=r.create(\"div\",\"mapboxgl-popup\",this._map.getContainer()),this._tip=r.create(\"div\",\"mapboxgl-popup-tip\",this._container),this._container.appendChild(this._content),this.options.className&&this.options.className.split(\" \").forEach((function(t){return n._container.classList.add(t)})),this._trackPointer&&this._container.classList.add(\"mapboxgl-popup-track-pointer\")),this.options.maxWidth&&this._container.style.maxWidth!==this.options.maxWidth&&(this._container.style.maxWidth=this.options.maxWidth),this._map.transform.renderWorldCopies&&!this._trackPointer&&(this._lngLat=Oi(this._lngLat,this._pos,this._map.transform)),!this._trackPointer||e)){var a=this._pos=this._trackPointer&&e?e:this._map.project(this._lngLat),o=this.options.anchor,s=function e(r){if(r){if(\"number\"==typeof r){var n=Math.round(Math.sqrt(.5*Math.pow(r,2)));return{center:new t.Point(0,0),top:new t.Point(0,r),\"top-left\":new t.Point(n,n),\"top-right\":new t.Point(-n,n),bottom:new t.Point(0,-r),\"bottom-left\":new t.Point(n,-n),\"bottom-right\":new t.Point(-n,-n),left:new t.Point(r,0),right:new t.Point(-r,0)}}if(r instanceof t.Point||Array.isArray(r)){var i=t.Point.convert(r);return{center:i,top:i,\"top-left\":i,\"top-right\":i,bottom:i,\"bottom-left\":i,\"bottom-right\":i,left:i,right:i}}return{center:t.Point.convert(r.center||[0,0]),top:t.Point.convert(r.top||[0,0]),\"top-left\":t.Point.convert(r[\"top-left\"]||[0,0]),\"top-right\":t.Point.convert(r[\"top-right\"]||[0,0]),bottom:t.Point.convert(r.bottom||[0,0]),\"bottom-left\":t.Point.convert(r[\"bottom-left\"]||[0,0]),\"bottom-right\":t.Point.convert(r[\"bottom-right\"]||[0,0]),left:t.Point.convert(r.left||[0,0]),right:t.Point.convert(r.right||[0,0])}}return e(new t.Point(0,0))}(this.options.offset);if(!o){var l,c=this._container.offsetWidth,u=this._container.offsetHeight;l=a.y+s.bottom.y<u?[\"top\"]:a.y>this._map.transform.height-u?[\"bottom\"]:[],a.x<c/2?l.push(\"left\"):a.x>this._map.transform.width-c/2&&l.push(\"right\"),o=0===l.length?\"bottom\":l.join(\"-\")}var f=a.add(s[o]).round();r.setTransform(this._container,zi[o]+\" translate(\"+f.x+\"px,\"+f.y+\"px)\"),Di(this._container,o,\"popup\")}},n.prototype._onClose=function(){this.remove()},n}(t.Evented);var Zi={version:t.version,supported:e,setRTLTextPlugin:t.setRTLTextPlugin,getRTLTextPluginStatus:t.getRTLTextPluginStatus,Map:Ei,NavigationControl:Pi,GeolocateControl:Ui,AttributionControl:bi,ScaleControl:Hi,FullscreenControl:Yi,Popup:Xi,Marker:Fi,Style:qe,LngLat:t.LngLat,LngLatBounds:t.LngLatBounds,Point:t.Point,MercatorCoordinate:t.MercatorCoordinate,Evented:t.Evented,config:t.config,prewarm:function(){Bt().acquire(zt)},clearPrewarmedResources:function(){var t=Rt;t&&(t.isPreloaded()&&1===t.numActive()?(t.release(zt),Rt=null):console.warn(\"Could not clear WebWorkers since there are active Map instances that still reference it. The pre-warmed WebWorker pool can only be cleared when all map instances have been removed with map.remove()\"))},get accessToken(){return t.config.ACCESS_TOKEN},set accessToken(e){t.config.ACCESS_TOKEN=e},get baseApiUrl(){return t.config.API_URL},set baseApiUrl(e){t.config.API_URL=e},get workerCount(){return Dt.workerCount},set workerCount(t){Dt.workerCount=t},get maxParallelImageRequests(){return t.config.MAX_PARALLEL_IMAGE_REQUESTS},set maxParallelImageRequests(e){t.config.MAX_PARALLEL_IMAGE_REQUESTS=e},clearStorage:function(e){t.clearTileCache(e)},workerUrl:\"\"};return Zi})),r}))},{}],240:[function(t,e,r){\"use strict\";e.exports=Math.log2||function(t){return Math.log(t)*Math.LOG2E}},{}],241:[function(t,e,r){\"use strict\";e.exports=function(t,e){e||(e=t,t=window);var r=0,i=0,a=0,o={shift:!1,alt:!1,control:!1,meta:!1},s=!1;function l(t){var e=!1;return\"altKey\"in t&&(e=e||t.altKey!==o.alt,o.alt=!!t.altKey),\"shiftKey\"in t&&(e=e||t.shiftKey!==o.shift,o.shift=!!t.shiftKey),\"ctrlKey\"in t&&(e=e||t.ctrlKey!==o.control,o.control=!!t.ctrlKey),\"metaKey\"in t&&(e=e||t.metaKey!==o.meta,o.meta=!!t.metaKey),e}function c(t,s){var c=n.x(s),u=n.y(s);\"buttons\"in s&&(t=0|s.buttons),(t!==r||c!==i||u!==a||l(s))&&(r=0|t,i=c||0,a=u||0,e&&e(r,i,a,o))}function u(t){c(0,t)}function f(){(r||i||a||o.shift||o.alt||o.meta||o.control)&&(i=a=0,r=0,o.shift=o.alt=o.control=o.meta=!1,e&&e(0,0,0,o))}function h(t){l(t)&&e&&e(r,i,a,o)}function p(t){0===n.buttons(t)?c(0,t):c(r,t)}function d(t){c(r|n.buttons(t),t)}function g(t){c(r&~n.buttons(t),t)}function m(){s||(s=!0,t.addEventListener(\"mousemove\",p),t.addEventListener(\"mousedown\",d),t.addEventListener(\"mouseup\",g),t.addEventListener(\"mouseleave\",u),t.addEventListener(\"mouseenter\",u),t.addEventListener(\"mouseout\",u),t.addEventListener(\"mouseover\",u),t.addEventListener(\"blur\",f),t.addEventListener(\"keyup\",h),t.addEventListener(\"keydown\",h),t.addEventListener(\"keypress\",h),t!==window&&(window.addEventListener(\"blur\",f),window.addEventListener(\"keyup\",h),window.addEventListener(\"keydown\",h),window.addEventListener(\"keypress\",h)))}m();var v={element:t};return Object.defineProperties(v,{enabled:{get:function(){return s},set:function(e){e?m():function(){if(!s)return;s=!1,t.removeEventListener(\"mousemove\",p),t.removeEventListener(\"mousedown\",d),t.removeEventListener(\"mouseup\",g),t.removeEventListener(\"mouseleave\",u),t.removeEventListener(\"mouseenter\",u),t.removeEventListener(\"mouseout\",u),t.removeEventListener(\"mouseover\",u),t.removeEventListener(\"blur\",f),t.removeEventListener(\"keyup\",h),t.removeEventListener(\"keydown\",h),t.removeEventListener(\"keypress\",h),t!==window&&(window.removeEventListener(\"blur\",f),window.removeEventListener(\"keyup\",h),window.removeEventListener(\"keydown\",h),window.removeEventListener(\"keypress\",h))}()},enumerable:!0},buttons:{get:function(){return r},enumerable:!0},x:{get:function(){return i},enumerable:!0},y:{get:function(){return a},enumerable:!0},mods:{get:function(){return o},enumerable:!0}}),v};var n=t(\"mouse-event\")},{\"mouse-event\":243}],242:[function(t,e,r){var n={left:0,top:0};e.exports=function(t,e,r){e=e||t.currentTarget||t.srcElement,Array.isArray(r)||(r=[0,0]);var i=t.clientX||0,a=t.clientY||0,o=(s=e,s===window||s===document||s===document.body?n:s.getBoundingClientRect());var s;return r[0]=i-o.left,r[1]=a-o.top,r}},{}],243:[function(t,e,r){\"use strict\";function n(t){return t.target||t.srcElement||window}r.buttons=function(t){if(\"object\"==typeof t){if(\"buttons\"in t)return t.buttons;if(\"which\"in t){if(2===(e=t.which))return 4;if(3===e)return 2;if(e>0)return 1<<e-1}else if(\"button\"in t){var e;if(1===(e=t.button))return 4;if(2===e)return 2;if(e>=0)return 1<<e}}return 0},r.element=n,r.x=function(t){if(\"object\"==typeof t){if(\"offsetX\"in t)return t.offsetX;var e=n(t).getBoundingClientRect();return t.clientX-e.left}return 0},r.y=function(t){if(\"object\"==typeof t){if(\"offsetY\"in t)return t.offsetY;var e=n(t).getBoundingClientRect();return t.clientY-e.top}return 0}},{}],244:[function(t,e,r){\"use strict\";var n=t(\"to-px\");e.exports=function(t,e,r){\"function\"==typeof t&&(r=!!e,e=t,t=window);var i=n(\"ex\",t),a=function(t){r&&t.preventDefault();var n=t.deltaX||0,a=t.deltaY||0,o=t.deltaZ||0,s=1;switch(t.deltaMode){case 1:s=i;break;case 2:s=window.innerHeight}if(a*=s,o*=s,(n*=s)||a||o)return e(n,a,o,t)};return t.addEventListener(\"wheel\",a),a}},{\"to-px\":314}],245:[function(t,e,r){(function(t,r){(function(){\n",
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       "/*\n",
       " * @copyright 2016 Sean Connelly (@voidqk), http://syntheti.cc\n",
       " * @license MIT\n",
       " * @preserve Project Home: https://github.com/voidqk/polybooljs\n",
       " */\n",
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r=0,n=t[t.length-1][0],i=t[t.length-1][1],a=[],o=0;o<t.length;o++){var s=t[o][0],l=t[o][1];a.push([s,l]),r+=l*n-s*i,n=s,i=l}return r<0!==e&&a.reverse(),a.push([a[0][0],a[0][1]]),a}var u=[];function f(t){var e=[c(t.region,!1)];u.push(e);for(var r=0;r<t.children.length;r++)e.push(h(t.children[r]))}function h(t){for(var e=0;e<t.children.length;e++)f(t.children[e]);return c(t.region,!0)}for(s=0;s<a.children.length;s++)f(a.children[s]);return u.length<=0?{type:\"Polygon\",coordinates:[]}:1==u.length?{type:\"Polygon\",coordinates:u[0]}:{type:\"MultiPolygon\",coordinates:u}}};e.exports=n},{}],258:[function(t,e,r){var n=t(\"./linked-list\");e.exports=function(t,e,r){function i(t,e,n){return{id:r?r.segmentId():-1,start:t,end:e,myFill:{above:n.myFill.above,below:n.myFill.below},otherFill:null}}var a=n.create();function o(t,r){a.insertBefore(t,(function(n){return function(t,r,n,i,a,o){var s=e.pointsCompare(r,a);return 0!==s?s:e.pointsSame(n,o)?0:t!==i?t?1:-1:e.pointAboveOrOnLine(n,i?a:o,i?o:a)?1:-1}(t.isStart,t.pt,r,n.isStart,n.pt,n.other.pt)<0}))}function s(t,e){var r=function(t,e){var r=n.node({isStart:!0,pt:t.start,seg:t,primary:e,other:null,status:null});return o(r,t.end),r}(t,e);return function(t,e,r){var i=n.node({isStart:!1,pt:e.end,seg:e,primary:r,other:t,status:null});t.other=i,o(i,t.pt)}(r,t,e),r}function l(t,e){var n=i(e,t.seg.end,t.seg);return function(t,e){r&&r.segmentChop(t.seg,e),t.other.remove(),t.seg.end=e,t.other.pt=e,o(t.other,t.pt)}(t,e),s(n,t.primary)}function c(i,o){var s=n.create();function c(t){return s.findTransition((function(r){var n,i,a,o,s,l;return(n=t,i=r.ev,a=n.seg.start,o=n.seg.end,s=i.seg.start,l=i.seg.end,e.pointsCollinear(a,s,l)?e.pointsCollinear(o,s,l)||e.pointAboveOrOnLine(o,s,l)?1:-1:e.pointAboveOrOnLine(a,s,l)?1:-1)>0}))}function u(t,n){var i=t.seg,a=n.seg,o=i.start,s=i.end,c=a.start,u=a.end;r&&r.checkIntersection(i,a);var f=e.linesIntersect(o,s,c,u);if(!1===f){if(!e.pointsCollinear(o,s,c))return!1;if(e.pointsSame(o,u)||e.pointsSame(s,c))return!1;var h=e.pointsSame(o,c),p=e.pointsSame(s,u);if(h&&p)return n;var d=!h&&e.pointBetween(o,c,u),g=!p&&e.pointBetween(s,c,u);if(h)return g?l(n,s):l(t,u),n;d&&(p||(g?l(n,s):l(t,u)),l(n,o))}else 0===f.alongA&&(-1===f.alongB?l(t,c):0===f.alongB?l(t,f.pt):1===f.alongB&&l(t,u)),0===f.alongB&&(-1===f.alongA?l(n,o):0===f.alongA?l(n,f.pt):1===f.alongA&&l(n,s));return!1}for(var f=[];!a.isEmpty();){var h=a.getHead();if(r&&r.vert(h.pt[0]),h.isStart){r&&r.segmentNew(h.seg,h.primary);var p=c(h),d=p.before?p.before.ev:null,g=p.after?p.after.ev:null;function m(){if(d){var t=u(h,d);if(t)return t}return!!g&&u(h,g)}r&&r.tempStatus(h.seg,!!d&&d.seg,!!g&&g.seg);var v,y=m();if(y){var x;if(t)(x=null===h.seg.myFill.below||h.seg.myFill.above!==h.seg.myFill.below)&&(y.seg.myFill.above=!y.seg.myFill.above);else y.seg.otherFill=h.seg.myFill;r&&r.segmentUpdate(y.seg),h.other.remove(),h.remove()}if(a.getHead()!==h){r&&r.rewind(h.seg);continue}if(t)x=null===h.seg.myFill.below||h.seg.myFill.above!==h.seg.myFill.below,h.seg.myFill.below=g?g.seg.myFill.above:i,h.seg.myFill.above=x?!h.seg.myFill.below:h.seg.myFill.below;else if(null===h.seg.otherFill)v=g?h.primary===g.primary?g.seg.otherFill.above:g.seg.myFill.above:h.primary?o:i,h.seg.otherFill={above:v,below:v};r&&r.status(h.seg,!!d&&d.seg,!!g&&g.seg),h.other.status=p.insert(n.node({ev:h}))}else{var b=h.status;if(null===b)throw new Error(\"PolyBool: Zero-length segment detected; your epsilon is probably too small or too large\");if(s.exists(b.prev)&&s.exists(b.next)&&u(b.prev.ev,b.next.ev),r&&r.statusRemove(b.ev.seg),b.remove(),!h.primary){var _=h.seg.myFill;h.seg.myFill=h.seg.otherFill,h.seg.otherFill=_}f.push(h.seg)}a.getHead().remove()}return r&&r.done(),f}return t?{addRegion:function(t){for(var n,i,a,o=t[t.length-1],l=0;l<t.length;l++){n=o,o=t[l];var c=e.pointsCompare(n,o);0!==c&&s((i=c<0?n:o,a=c<0?o:n,{id:r?r.segmentId():-1,start:i,end:a,myFill:{above:null,below:null},otherFill:null}),!0)}},calculate:function(t){return c(t,!1)}}:{calculate:function(t,e,r,n){return t.forEach((function(t){s(i(t.start,t.end,t),!0)})),r.forEach((function(t){s(i(t.start,t.end,t),!1)})),c(e,n)}}}},{\"./linked-list\":259}],259:[function(t,e,r){e.exports={create:function(){var t={root:{root:!0,next:null},exists:function(e){return null!==e&&e!==t.root},isEmpty:function(){return null===t.root.next},getHead:function(){return t.root.next},insertBefore:function(e,r){for(var n=t.root,i=t.root.next;null!==i;){if(r(i))return e.prev=i.prev,e.next=i,i.prev.next=e,void(i.prev=e);n=i,i=i.next}n.next=e,e.prev=n,e.next=null},findTransition:function(e){for(var r=t.root,n=t.root.next;null!==n&&!e(n);)r=n,n=n.next;return{before:r===t.root?null:r,after:n,insert:function(t){return t.prev=r,t.next=n,r.next=t,null!==n&&(n.prev=t),t}}}};return t},node:function(t){return t.prev=null,t.next=null,t.remove=function(){t.prev.next=t.next,t.next&&(t.next.prev=t.prev),t.prev=null,t.next=null},t}}},{}],260:[function(t,e,r){e.exports=function(t,e,r){var n=[],i=[];return t.forEach((function(t){var a=t.start,o=t.end;if(e.pointsSame(a,o))console.warn(\"PolyBool: Warning: Zero-length segment detected; your epsilon is probably too small or too large\");else{r&&r.chainStart(t);for(var s={index:0,matches_head:!1,matches_pt1:!1},l={index:0,matches_head:!1,matches_pt1:!1},c=s,u=0;u<n.length;u++){var f=(m=n[u])[0],h=(m[1],m[m.length-1]);m[m.length-2];if(e.pointsSame(f,a)){if(k(u,!0,!0))break}else if(e.pointsSame(f,o)){if(k(u,!0,!1))break}else if(e.pointsSame(h,a)){if(k(u,!1,!0))break}else if(e.pointsSame(h,o)&&k(u,!1,!1))break}if(c===s)return n.push([a,o]),void(r&&r.chainNew(a,o));if(c===l){r&&r.chainMatch(s.index);var p=s.index,d=s.matches_pt1?o:a,g=s.matches_head,m=n[p],v=g?m[0]:m[m.length-1],y=g?m[1]:m[m.length-2],x=g?m[m.length-1]:m[0],b=g?m[m.length-2]:m[1];return e.pointsCollinear(y,v,d)&&(g?(r&&r.chainRemoveHead(s.index,d),m.shift()):(r&&r.chainRemoveTail(s.index,d),m.pop()),v=y),e.pointsSame(x,d)?(n.splice(p,1),e.pointsCollinear(b,x,v)&&(g?(r&&r.chainRemoveTail(s.index,v),m.pop()):(r&&r.chainRemoveHead(s.index,v),m.shift())),r&&r.chainClose(s.index),void i.push(m)):void(g?(r&&r.chainAddHead(s.index,d),m.unshift(d)):(r&&r.chainAddTail(s.index,d),m.push(d)))}var _=s.index,w=l.index;r&&r.chainConnect(_,w);var T=n[_].length<n[w].length;s.matches_head?l.matches_head?T?(A(_),M(_,w)):(A(w),M(w,_)):M(w,_):l.matches_head?M(_,w):T?(A(_),M(w,_)):(A(w),M(_,w))}function k(t,e,r){return c.index=t,c.matches_head=e,c.matches_pt1=r,c===s?(c=l,!1):(c=null,!0)}function A(t){r&&r.chainReverse(t),n[t].reverse()}function M(t,i){var a=n[t],o=n[i],s=a[a.length-1],l=a[a.length-2],c=o[0],u=o[1];e.pointsCollinear(l,s,c)&&(r&&r.chainRemoveTail(t,s),a.pop(),s=l),e.pointsCollinear(s,c,u)&&(r&&r.chainRemoveHead(i,c),o.shift()),r&&r.chainJoin(t,i),n[t]=a.concat(o),n.splice(i,1)}})),i}},{}],261:[function(t,e,r){function n(t,e,r){var n=[];return t.forEach((function(t){var i=(t.myFill.above?8:0)+(t.myFill.below?4:0)+(t.otherFill&&t.otherFill.above?2:0)+(t.otherFill&&t.otherFill.below?1:0);0!==e[i]&&n.push({id:r?r.segmentId():-1,start:t.start,end:t.end,myFill:{above:1===e[i],below:2===e[i]},otherFill:null})})),r&&r.selected(n),n}var i={union:function(t,e){return n(t,[0,2,1,0,2,2,0,0,1,0,1,0,0,0,0,0],e)},intersect:function(t,e){return n(t,[0,0,0,0,0,2,0,2,0,0,1,1,0,2,1,0],e)},difference:function(t,e){return n(t,[0,0,0,0,2,0,2,0,1,1,0,0,0,1,2,0],e)},differenceRev:function(t,e){return n(t,[0,2,1,0,0,0,1,1,0,2,0,2,0,0,0,0],e)},xor:function(t,e){return n(t,[0,2,1,0,2,0,0,1,1,0,0,2,0,1,2,0],e)}};e.exports=i},{}],262:[function(t,e,r){\"use strict\";var n=t(\"stream\").Transform,i=t(\"stream-parser\");function a(){n.call(this,{readableObjectMode:!0})}function o(t,e,r){Error.call(this),Error.captureStackTrace?Error.captureStackTrace(this,this.constructor):this.stack=(new Error).stack||\"\",this.name=this.constructor.name,this.message=t,e&&(this.code=e),r&&(this.statusCode=r)}a.prototype=Object.create(n.prototype),a.prototype.constructor=a,i(a.prototype),r.ParserStream=a,r.sliceEq=function(t,e,r){for(var n=e,i=0;i<r.length;)if(t[n++]!==r[i++])return!1;return!0},r.str2arr=function(t,e){var r=[],n=0;if(e&&\"hex\"===e)for(;n<t.length;)r.push(parseInt(t.slice(n,n+2),16)),n+=2;else for(;n<t.length;n++)r.push(255&t.charCodeAt(n));return r},r.readUInt16LE=function(t,e){return t[e]|t[e+1]<<8},r.readUInt16BE=function(t,e){return t[e+1]|t[e]<<8},r.readUInt32LE=function(t,e){return t[e]|t[e+1]<<8|t[e+2]<<16|16777216*t[e+3]},r.readUInt32BE=function(t,e){return t[e+3]|t[e+2]<<8|t[e+1]<<16|16777216*t[e]},o.prototype=Object.create(Error.prototype),o.prototype.constructor=o,r.ProbeError=o},{stream:285,\"stream-parser\":301}],263:[function(t,e,r){\"use strict\";function n(t,e){var r=new Error(t);return r.code=e,r}function i(t){try{return decodeURIComponent(escape(t))}catch(e){return t}}function a(t,e,r){this.input=t.subarray(e,r),this.start=e;var i=String.fromCharCode.apply(null,this.input.subarray(0,4));if(\"II*\\0\"!==i&&\"MM\\0*\"!==i)throw n(\"invalid TIFF signature\",\"EBADDATA\");this.big_endian=\"M\"===i[0]}a.prototype.each=function(t){this.aborted=!1;var e=this.read_uint32(4);for(this.ifds_to_read=[{id:0,offset:e}];this.ifds_to_read.length>0&&!this.aborted;){var r=this.ifds_to_read.shift();r.offset&&this.scan_ifd(r.id,r.offset,t)}},a.prototype.read_uint16=function(t){var e=this.input;if(t+2>e.length)throw n(\"unexpected EOF\",\"EBADDATA\");return this.big_endian?256*e[t]+e[t+1]:e[t]+256*e[t+1]},a.prototype.read_uint32=function(t){var e=this.input;if(t+4>e.length)throw n(\"unexpected EOF\",\"EBADDATA\");return this.big_endian?16777216*e[t]+65536*e[t+1]+256*e[t+2]+e[t+3]:e[t]+256*e[t+1]+65536*e[t+2]+16777216*e[t+3]},a.prototype.is_subifd_link=function(t,e){return 0===t&&34665===e||0===t&&34853===e||34665===t&&40965===e},a.prototype.exif_format_length=function(t){switch(t){case 1:case 2:case 6:case 7:return 1;case 3:case 8:return 2;case 4:case 9:case 11:return 4;case 5:case 10:case 12:return 8;default:return 0}},a.prototype.exif_format_read=function(t,e){var r;switch(t){case 1:case 2:return r=this.input[e];case 6:return(r=this.input[e])|33554430*(128&r);case 3:return r=this.read_uint16(e);case 8:return(r=this.read_uint16(e))|131070*(32768&r);case 4:return r=this.read_uint32(e);case 9:return 0|(r=this.read_uint32(e));case 5:case 10:case 11:case 12:case 7:default:return null}},a.prototype.scan_ifd=function(t,e,r){var a=this.read_uint16(e);e+=2;for(var o=0;o<a;o++){var s=this.read_uint16(e),l=this.read_uint16(e+2),c=this.read_uint32(e+4),u=this.exif_format_length(l),f=c*u,h=f<=4?e+8:this.read_uint32(e+8),p=!1;if(h+f>this.input.length)throw n(\"unexpected EOF\",\"EBADDATA\");for(var d=[],g=h,m=0;m<c;m++,g+=u){var v=this.exif_format_read(l,g);if(null===v){d=null;break}d.push(v)}if(Array.isArray(d)&&2===l&&(d=i(String.fromCharCode.apply(null,d)))&&\"\\0\"===d[d.length-1]&&(d=d.slice(0,-1)),this.is_subifd_link(t,s)&&Array.isArray(d)&&Number.isInteger(d[0])&&d[0]>0&&(this.ifds_to_read.push({id:s,offset:d[0]}),p=!0),!1===r({is_big_endian:this.big_endian,ifd:t,tag:s,format:l,count:c,entry_offset:e+this.start,data_length:f,data_offset:h+this.start,value:d,is_subifd_link:p}))return void(this.aborted=!0);e+=12}0===t&&this.ifds_to_read.push({id:1,offset:this.read_uint32(e)})},e.exports.ExifParser=a,e.exports.get_orientation=function(t){var e=0;try{return new a(t,0,t.length).each((function(t){if(0===t.ifd&&274===t.tag&&Array.isArray(t.value))return e=t.value[0],!1})),e}catch(t){return-1}}},{}],264:[function(t,e,r){\"use strict\";var n=t(\"./common\").readUInt16BE,i=t(\"./common\").readUInt32BE;function a(t,e){if(t.length<4+e)return null;var r=i(t,e);return t.length<r+e||r<8?null:{boxtype:String.fromCharCode.apply(null,t.slice(e+4,e+8)),data:t.slice(e+8,e+r),end:e+r}}function o(t,e){for(var r=0;;){var n=a(t,r);if(!n)break;switch(n.boxtype){case\"ispe\":e.sizes.push({width:i(n.data,4),height:i(n.data,8)});break;case\"irot\":e.transforms.push({type:\"irot\",value:3&n.data[0]});break;case\"imir\":e.transforms.push({type:\"imir\",value:1&n.data[0]})}r=n.end}}function s(t,e,r){for(var n=0,i=0;i<r;i++)n=256*n+(t[e+i]||0);return n}function l(t,e){for(var r=t[4]>>4&15,i=15&t[4],a=t[5]>>4&15,o=n(t,6),l=8,c=0;c<o;c++){var u=n(t,l),f=n(t,l+=2),h=s(t,l+=2,a),p=n(t,l+=a);if(l+=2,0===f&&1===p){var d=s(t,l,r),g=s(t,l+r,i);e.item_loc[u]={length:g,offset:d+h}}l+=p*(r+i)}}function c(t,e){for(var r=n(t,4),i=6,o=0;o<r;o++){var s=a(t,i);if(!s)break;if(\"infe\"===s.boxtype){for(var l=n(s.data,4),c=\"\",u=8;u<s.data.length&&s.data[u];u++)c+=String.fromCharCode(s.data[u]);e.item_inf[c]=l}i=s.end}}function u(t,e){for(var r=0;;){var n=a(t,r);if(!n)break;\"ipco\"===n.boxtype&&o(n.data,e),r=n.end}}e.exports.unbox=a,e.exports.readSizeFromMeta=function(t){var e={sizes:[],transforms:[],item_inf:{},item_loc:{}};if(function(t,e){for(var r=4;;){var n=a(t,r);if(!n)break;\"iprp\"===n.boxtype&&u(n.data,e),\"iloc\"===n.boxtype&&l(n.data,e),\"iinf\"===n.boxtype&&c(n.data,e),r=n.end}}(t,e),e.sizes.length){var r,n,i,o=(r=e.sizes,n=r.reduce((function(t,e){return t.width>e.width||t.width===e.width&&t.height>e.height?t:e})),i=r.reduce((function(t,e){return t.height>e.height||t.height===e.height&&t.width>e.width?t:e})),n.width>i.height||n.width===i.height&&n.height>i.width?n:i),s=1;e.transforms.forEach((function(t){var e={1:6,2:5,3:8,4:7,5:4,6:3,7:2,8:1},r={1:4,2:3,3:2,4:1,5:6,6:5,7:8,8:7};if(\"imir\"===t.type&&(s=0===t.value?r[s]:e[s=e[s=r[s]]]),\"irot\"===t.type)for(var n=0;n<t.value;n++)s=e[s]}));var f=null;return e.item_inf.Exif&&(f=e.item_loc[e.item_inf.Exif]),{width:o.width,height:o.height,orientation:e.transforms.length?s:null,variants:e.sizes,exif_location:f}}},e.exports.getMimeType=function(t){var e=String.fromCharCode.apply(null,t.slice(0,4)),r={};r[e]=!0;for(var 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n=t(\"../common\").str2arr,i=t(\"../common\").sliceEq,a=t(\"../common\").readUInt32BE,o=n(\"8BPS\\0\\x01\");e.exports=function(t){if(!(t.length<22)&&i(t,0,o))return{width:a(t,18),height:a(t,14),type:\"psd\",mime:\"image/vnd.adobe.photoshop\",wUnits:\"px\",hUnits:\"px\"}}},{\"../common\":262}],272:[function(t,e,r){\"use strict\";function n(t){return\"number\"==typeof t&&isFinite(t)&&t>0}var i=/<[-_.:a-zA-Z0-9][^>]*>/,a=/^<([-_.:a-zA-Z0-9]+:)?svg\\s/,o=/[^-]\\bwidth=\"([^%]+?)\"|[^-]\\bwidth='([^%]+?)'/,s=/\\bheight=\"([^%]+?)\"|\\bheight='([^%]+?)'/,l=/\\bview[bB]ox=\"(.+?)\"|\\bview[bB]ox='(.+?)'/,c=/in$|mm$|cm$|pt$|pc$|px$|em$|ex$/;function u(t){return c.test(t)?t.match(c)[0]:\"px\"}e.exports=function(t){if(function(t){var e,r=0,n=t.length;for(239===t[0]&&187===t[1]&&191===t[2]&&(r=3);r<n&&(32===(e=t[r])||9===e||13===e||10===e);)r++;return r!==n&&60===t[r]}(t)){for(var e=\"\",r=0;r<t.length;r++)e+=String.fromCharCode(t[r]);var c=(e.match(i)||[\"\"])[0];if(a.test(c)){var 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h=[[1,0,0,1,0,0],[1,0,0,-1,0,0],[-1,0,0,-1,0,0],[-1,0,0,-1,0,0],[-1,0,0,1,0,0],[1,0,0,1,0,0],[1,0,-1,0,0,1],[1,0,-1,0,0,-1],[1,0,1,0,0,-1],[1,0,1,0,0,-1],[1,0,1,0,0,1],[1,0,-1,0,0,1],[-1,0,-1,0,0,1],[-1,0,-1,0,0,-1],[-1,0,1,0,0,-1],[-1,0,1,0,0,-1],[-1,0,1,0,0,1],[-1,0,-1,0,0,1],[0,1,1,0,0,0],[0,1,-1,0,0,0],[0,-1,-1,0,0,0],[0,-1,-1,0,0,0],[0,1,1,0,0,0],[0,-1,1,0,0,0],[0,1,0,-1,1,0],[0,1,0,-1,-1,0],[0,1,0,1,-1,0],[0,1,0,1,1,0],[0,1,0,-1,1,0],[0,1,0,1,-1,0],[0,-1,0,-1,1,0],[0,-1,0,-1,-1,0],[0,-1,0,1,-1,0],[0,-1,0,1,1,0],[0,-1,0,-1,1,0],[0,-1,0,1,-1,0]]},{\"array-bounds\":71,\"color-normalize\":89,\"flatten-vertex-data\":191,\"object-assign\":247,\"pick-by-alias\":253,\"to-float32\":313,\"update-diff\":329}],280:[function(t,e,r){\"use strict\";var n=t(\"color-normalize\"),i=t(\"array-bounds\"),a=t(\"object-assign\"),o=t(\"glslify\"),s=t(\"pick-by-alias\"),l=t(\"flatten-vertex-data\"),c=t(\"earcut\"),u=t(\"array-normalize\"),f=t(\"to-float32\"),h=f.float32,p=f.fract32,d=t(\"es6-weak-map\"),g=t(\"parse-rect\"),m=t(\"array-find-index\");function v(t,e){if(!(this instanceof v))return new v(t,e);if(\"function\"==typeof t?(e||(e={}),e.regl=t):e=t,e.length&&(e.positions=e),!(t=e.regl).hasExtension(\"ANGLE_instanced_arrays\"))throw Error(\"regl-error2d: `ANGLE_instanced_arrays` extension should be enabled\");this.gl=t._gl,this.regl=t,this.passes=[],this.shaders=v.shaders.has(t)?v.shaders.get(t):v.shaders.set(t,v.createShaders(t)).get(t),this.update(e)}e.exports=v,v.dashMult=2,v.maxPatternLength=256,v.precisionThreshold=3e6,v.maxPoints=1e4,v.maxLines=2048,v.shaders=new d,v.createShaders=function(t){var e,r=t.buffer({usage:\"static\",type:\"float\",data:[0,1,0,0,1,1,1,0]}),n={primitive:\"triangle strip\",instances:t.prop(\"count\"),count:4,offset:0,uniforms:{miterMode:function(t,e){return\"round\"===e.join?2:1},miterLimit:t.prop(\"miterLimit\"),scale:t.prop(\"scale\"),scaleFract:t.prop(\"scaleFract\"),translateFract:t.prop(\"translateFract\"),translate:t.prop(\"translate\"),thickness:t.prop(\"thickness\"),dashTexture:t.prop(\"dashTexture\"),opacity:t.prop(\"opacity\"),pixelRatio:t.context(\"pixelRatio\"),id:t.prop(\"id\"),dashLength:t.prop(\"dashLength\"),viewport:function(t,e){return[e.viewport.x,e.viewport.y,t.viewportWidth,t.viewportHeight]},depth:t.prop(\"depth\")},blend:{enable:!0,color:[0,0,0,0],equation:{rgb:\"add\",alpha:\"add\"},func:{srcRGB:\"src alpha\",dstRGB:\"one minus src alpha\",srcAlpha:\"one minus dst alpha\",dstAlpha:\"one\"}},depth:{enable:function(t,e){return!e.overlay}},stencil:{enable:!1},scissor:{enable:!0,box:t.prop(\"viewport\")},viewport:t.prop(\"viewport\")},i=t(a({vert:o([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec2 aCoord, bCoord, aCoordFract, bCoordFract;\\nattribute vec4 color;\\nattribute float lineEnd, lineTop;\\n\\nuniform vec2 scale, scaleFract, translate, translateFract;\\nuniform float thickness, pixelRatio, id, depth;\\nuniform vec4 viewport;\\n\\nvarying vec4 fragColor;\\nvarying vec2 tangent;\\n\\nvec2 project(vec2 position, vec2 positionFract, vec2 scale, vec2 scaleFract, vec2 translate, vec2 translateFract) {\\n\\t// the order is important\\n\\treturn position * scale + translate\\n       + positionFract * scale + translateFract\\n       + position * scaleFract\\n       + positionFract * scaleFract;\\n}\\n\\nvoid main() {\\n\\tfloat lineStart = 1. - lineEnd;\\n\\tfloat lineOffset = lineTop * 2. - 1.;\\n\\n\\tvec2 diff = (bCoord + bCoordFract - aCoord - aCoordFract);\\n\\ttangent = normalize(diff * scale * viewport.zw);\\n\\tvec2 normal = vec2(-tangent.y, tangent.x);\\n\\n\\tvec2 position = project(aCoord, aCoordFract, scale, scaleFract, translate, translateFract) * lineStart\\n\\t\\t+ project(bCoord, bCoordFract, scale, scaleFract, translate, translateFract) * lineEnd\\n\\n\\t\\t+ thickness * normal * .5 * lineOffset / viewport.zw;\\n\\n\\tgl_Position = vec4(position * 2.0 - 1.0, depth, 1);\\n\\n\\tfragColor = color / 255.;\\n}\\n\"]),frag:o([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform float dashLength, pixelRatio, thickness, opacity, id;\\nuniform sampler2D dashTexture;\\n\\nvarying vec4 fragColor;\\nvarying vec2 tangent;\\n\\nvoid main() {\\n\\tfloat alpha = 1.;\\n\\n\\tfloat t = fract(dot(tangent, gl_FragCoord.xy) / dashLength) * .5 + .25;\\n\\tfloat dash = texture2D(dashTexture, vec2(t, .5)).r;\\n\\n\\tgl_FragColor = fragColor;\\n\\tgl_FragColor.a *= alpha * opacity * dash;\\n}\\n\"]),attributes:{lineEnd:{buffer:r,divisor:0,stride:8,offset:0},lineTop:{buffer:r,divisor:0,stride:8,offset:4},aCoord:{buffer:t.prop(\"positionBuffer\"),stride:8,offset:8,divisor:1},bCoord:{buffer:t.prop(\"positionBuffer\"),stride:8,offset:16,divisor:1},aCoordFract:{buffer:t.prop(\"positionFractBuffer\"),stride:8,offset:8,divisor:1},bCoordFract:{buffer:t.prop(\"positionFractBuffer\"),stride:8,offset:16,divisor:1},color:{buffer:t.prop(\"colorBuffer\"),stride:4,offset:0,divisor:1}}},n));try{e=t(a({cull:{enable:!0,face:\"back\"},vert:o([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec2 aCoord, bCoord, nextCoord, prevCoord;\\nattribute vec4 aColor, bColor;\\nattribute float lineEnd, lineTop;\\n\\nuniform vec2 scale, translate;\\nuniform float thickness, pixelRatio, id, depth;\\nuniform vec4 viewport;\\nuniform float miterLimit, miterMode;\\n\\nvarying vec4 fragColor;\\nvarying vec4 startCutoff, endCutoff;\\nvarying vec2 tangent;\\nvarying vec2 startCoord, endCoord;\\nvarying float enableStartMiter, enableEndMiter;\\n\\nconst float REVERSE_THRESHOLD = -.875;\\nconst float MIN_DIFF = 1e-6;\\n\\n// TODO: possible optimizations: avoid overcalculating all for vertices and calc just one instead\\n// TODO: precalculate dot products, normalize things beforehead etc.\\n// TODO: refactor to rectangular algorithm\\n\\nfloat distToLine(vec2 p, vec2 a, vec2 b) {\\n\\tvec2 diff = b - a;\\n\\tvec2 perp = normalize(vec2(-diff.y, diff.x));\\n\\treturn dot(p - a, perp);\\n}\\n\\nbool isNaN( float val ){\\n  return ( val < 0.0 || 0.0 < val || val == 0.0 ) ? false : true;\\n}\\n\\nvoid main() {\\n\\tvec2 aCoord = aCoord, bCoord = bCoord, prevCoord = prevCoord, nextCoord = nextCoord;\\n\\n  vec2 adjustedScale;\\n  adjustedScale.x = (abs(scale.x) < MIN_DIFF) ? MIN_DIFF : scale.x;\\n  adjustedScale.y = (abs(scale.y) < MIN_DIFF) ? MIN_DIFF : scale.y;\\n\\n  vec2 scaleRatio = adjustedScale * viewport.zw;\\n\\tvec2 normalWidth = thickness / scaleRatio;\\n\\n\\tfloat lineStart = 1. - lineEnd;\\n\\tfloat lineBot = 1. - lineTop;\\n\\n\\tfragColor = (lineStart * aColor + lineEnd * bColor) / 255.;\\n\\n\\tif (isNaN(aCoord.x) || isNaN(aCoord.y) || isNaN(bCoord.x) || isNaN(bCoord.y)) return;\\n\\n\\tif (aCoord == prevCoord) prevCoord = aCoord + normalize(bCoord - aCoord);\\n\\tif (bCoord == nextCoord) nextCoord = bCoord - normalize(bCoord - aCoord);\\n\\n\\tvec2 prevDiff = aCoord - prevCoord;\\n\\tvec2 currDiff = bCoord - aCoord;\\n\\tvec2 nextDiff = nextCoord - bCoord;\\n\\n\\tvec2 prevTangent = normalize(prevDiff * scaleRatio);\\n\\tvec2 currTangent = normalize(currDiff * scaleRatio);\\n\\tvec2 nextTangent = normalize(nextDiff * scaleRatio);\\n\\n\\tvec2 prevNormal = vec2(-prevTangent.y, prevTangent.x);\\n\\tvec2 currNormal = vec2(-currTangent.y, currTangent.x);\\n\\tvec2 nextNormal = vec2(-nextTangent.y, nextTangent.x);\\n\\n\\tvec2 startJoinDirection = normalize(prevTangent - currTangent);\\n\\tvec2 endJoinDirection = normalize(currTangent - nextTangent);\\n\\n\\t// collapsed/unidirectional segment cases\\n\\t// FIXME: there should be more elegant solution\\n\\tvec2 prevTanDiff = abs(prevTangent - currTangent);\\n\\tvec2 nextTanDiff = abs(nextTangent - currTangent);\\n\\tif (max(prevTanDiff.x, prevTanDiff.y) < MIN_DIFF) {\\n\\t\\tstartJoinDirection = currNormal;\\n\\t}\\n\\tif (max(nextTanDiff.x, nextTanDiff.y) < MIN_DIFF) {\\n\\t\\tendJoinDirection = currNormal;\\n\\t}\\n\\tif (aCoord == bCoord) {\\n\\t\\tendJoinDirection = startJoinDirection;\\n\\t\\tcurrNormal = prevNormal;\\n\\t\\tcurrTangent = prevTangent;\\n\\t}\\n\\n\\ttangent = currTangent;\\n\\n\\t//calculate join shifts relative to normals\\n\\tfloat startJoinShift = dot(currNormal, startJoinDirection);\\n\\tfloat endJoinShift = dot(currNormal, endJoinDirection);\\n\\n\\tfloat startMiterRatio = abs(1. / startJoinShift);\\n\\tfloat endMiterRatio = abs(1. / endJoinShift);\\n\\n\\tvec2 startJoin = startJoinDirection * startMiterRatio;\\n\\tvec2 endJoin = endJoinDirection * endMiterRatio;\\n\\n\\tvec2 startTopJoin, startBotJoin, endTopJoin, endBotJoin;\\n\\tstartTopJoin = sign(startJoinShift) * startJoin * .5;\\n\\tstartBotJoin = -startTopJoin;\\n\\n\\tendTopJoin = sign(endJoinShift) * endJoin * .5;\\n\\tendBotJoin = -endTopJoin;\\n\\n\\tvec2 aTopCoord = aCoord + normalWidth * startTopJoin;\\n\\tvec2 bTopCoord = bCoord + normalWidth * endTopJoin;\\n\\tvec2 aBotCoord = aCoord + normalWidth * startBotJoin;\\n\\tvec2 bBotCoord = bCoord + normalWidth * endBotJoin;\\n\\n\\t//miter anti-clipping\\n\\tfloat baClipping = distToLine(bCoord, aCoord, aBotCoord) / dot(normalize(normalWidth * endBotJoin), normalize(normalWidth.yx * vec2(-startBotJoin.y, startBotJoin.x)));\\n\\tfloat abClipping = distToLine(aCoord, bCoord, bTopCoord) / dot(normalize(normalWidth * startBotJoin), normalize(normalWidth.yx * vec2(-endBotJoin.y, endBotJoin.x)));\\n\\n\\t//prevent close to reverse direction switch\\n\\tbool prevReverse = dot(currTangent, prevTangent) <= REVERSE_THRESHOLD && abs(dot(currTangent, prevNormal)) * min(length(prevDiff), length(currDiff)) <  length(normalWidth * currNormal);\\n\\tbool nextReverse = dot(currTangent, nextTangent) <= REVERSE_THRESHOLD && abs(dot(currTangent, nextNormal)) * min(length(nextDiff), length(currDiff)) <  length(normalWidth * currNormal);\\n\\n\\tif (prevReverse) {\\n\\t\\t//make join rectangular\\n\\t\\tvec2 miterShift = normalWidth * startJoinDirection * miterLimit * .5;\\n\\t\\tfloat normalAdjust = 1. - min(miterLimit / startMiterRatio, 1.);\\n\\t\\taBotCoord = aCoord + miterShift - normalAdjust * normalWidth * currNormal * .5;\\n\\t\\taTopCoord = aCoord + miterShift + normalAdjust * normalWidth * currNormal * .5;\\n\\t}\\n\\telse if (!nextReverse && baClipping > 0. && baClipping < length(normalWidth * endBotJoin)) {\\n\\t\\t//handle miter clipping\\n\\t\\tbTopCoord -= normalWidth * endTopJoin;\\n\\t\\tbTopCoord += normalize(endTopJoin * normalWidth) * baClipping;\\n\\t}\\n\\n\\tif (nextReverse) {\\n\\t\\t//make join rectangular\\n\\t\\tvec2 miterShift = normalWidth * endJoinDirection * miterLimit * .5;\\n\\t\\tfloat normalAdjust = 1. - min(miterLimit / endMiterRatio, 1.);\\n\\t\\tbBotCoord = bCoord + miterShift - normalAdjust * normalWidth * currNormal * .5;\\n\\t\\tbTopCoord = bCoord + miterShift + normalAdjust * normalWidth * currNormal * .5;\\n\\t}\\n\\telse if (!prevReverse && abClipping > 0. && abClipping < length(normalWidth * startBotJoin)) {\\n\\t\\t//handle miter clipping\\n\\t\\taBotCoord -= normalWidth * startBotJoin;\\n\\t\\taBotCoord += normalize(startBotJoin * normalWidth) * abClipping;\\n\\t}\\n\\n\\tvec2 aTopPosition = (aTopCoord) * adjustedScale + translate;\\n\\tvec2 aBotPosition = (aBotCoord) * adjustedScale + translate;\\n\\n\\tvec2 bTopPosition = (bTopCoord) * adjustedScale + translate;\\n\\tvec2 bBotPosition = (bBotCoord) * adjustedScale + translate;\\n\\n\\t//position is normalized 0..1 coord on the screen\\n\\tvec2 position = (aTopPosition * lineTop + aBotPosition * lineBot) * lineStart + (bTopPosition * lineTop + bBotPosition * lineBot) * lineEnd;\\n\\n\\tstartCoord = aCoord * scaleRatio + translate * viewport.zw + viewport.xy;\\n\\tendCoord = bCoord * scaleRatio + translate * viewport.zw + viewport.xy;\\n\\n\\tgl_Position = vec4(position  * 2.0 - 1.0, depth, 1);\\n\\n\\tenableStartMiter = step(dot(currTangent, prevTangent), .5);\\n\\tenableEndMiter = step(dot(currTangent, nextTangent), .5);\\n\\n\\t//bevel miter cutoffs\\n\\tif (miterMode == 1.) {\\n\\t\\tif (enableStartMiter == 1.) {\\n\\t\\t\\tvec2 startMiterWidth = vec2(startJoinDirection) * thickness * miterLimit * .5;\\n\\t\\t\\tstartCutoff = vec4(aCoord, aCoord);\\n\\t\\t\\tstartCutoff.zw += vec2(-startJoinDirection.y, startJoinDirection.x) / scaleRatio;\\n\\t\\t\\tstartCutoff = startCutoff * scaleRatio.xyxy + translate.xyxy * viewport.zwzw;\\n\\t\\t\\tstartCutoff += viewport.xyxy;\\n\\t\\t\\tstartCutoff += startMiterWidth.xyxy;\\n\\t\\t}\\n\\n\\t\\tif (enableEndMiter == 1.) {\\n\\t\\t\\tvec2 endMiterWidth = vec2(endJoinDirection) * thickness * miterLimit * .5;\\n\\t\\t\\tendCutoff = vec4(bCoord, bCoord);\\n\\t\\t\\tendCutoff.zw += vec2(-endJoinDirection.y, endJoinDirection.x)  / scaleRatio;\\n\\t\\t\\tendCutoff = endCutoff * scaleRatio.xyxy + translate.xyxy * viewport.zwzw;\\n\\t\\t\\tendCutoff += viewport.xyxy;\\n\\t\\t\\tendCutoff += endMiterWidth.xyxy;\\n\\t\\t}\\n\\t}\\n\\n\\t//round miter cutoffs\\n\\telse if (miterMode == 2.) {\\n\\t\\tif (enableStartMiter == 1.) {\\n\\t\\t\\tvec2 startMiterWidth = vec2(startJoinDirection) * thickness * abs(dot(startJoinDirection, currNormal)) * .5;\\n\\t\\t\\tstartCutoff = vec4(aCoord, aCoord);\\n\\t\\t\\tstartCutoff.zw += vec2(-startJoinDirection.y, startJoinDirection.x) / scaleRatio;\\n\\t\\t\\tstartCutoff = startCutoff * scaleRatio.xyxy + translate.xyxy * viewport.zwzw;\\n\\t\\t\\tstartCutoff += viewport.xyxy;\\n\\t\\t\\tstartCutoff += startMiterWidth.xyxy;\\n\\t\\t}\\n\\n\\t\\tif (enableEndMiter == 1.) {\\n\\t\\t\\tvec2 endMiterWidth = vec2(endJoinDirection) * thickness * abs(dot(endJoinDirection, currNormal)) * .5;\\n\\t\\t\\tendCutoff = vec4(bCoord, bCoord);\\n\\t\\t\\tendCutoff.zw += vec2(-endJoinDirection.y, endJoinDirection.x)  / scaleRatio;\\n\\t\\t\\tendCutoff = endCutoff * scaleRatio.xyxy + translate.xyxy * viewport.zwzw;\\n\\t\\t\\tendCutoff += viewport.xyxy;\\n\\t\\t\\tendCutoff += endMiterWidth.xyxy;\\n\\t\\t}\\n\\t}\\n}\\n\"]),frag:o([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform float dashLength, pixelRatio, thickness, opacity, id, miterMode;\\nuniform sampler2D dashTexture;\\n\\nvarying vec4 fragColor;\\nvarying vec2 tangent;\\nvarying vec4 startCutoff, endCutoff;\\nvarying vec2 startCoord, endCoord;\\nvarying float enableStartMiter, enableEndMiter;\\n\\nfloat distToLine(vec2 p, vec2 a, vec2 b) {\\n\\tvec2 diff = b - a;\\n\\tvec2 perp = normalize(vec2(-diff.y, diff.x));\\n\\treturn dot(p - a, perp);\\n}\\n\\nvoid main() {\\n\\tfloat alpha = 1., distToStart, distToEnd;\\n\\tfloat cutoff = thickness * .5;\\n\\n\\t//bevel miter\\n\\tif (miterMode == 1.) {\\n\\t\\tif (enableStartMiter == 1.) {\\n\\t\\t\\tdistToStart = distToLine(gl_FragCoord.xy, startCutoff.xy, startCutoff.zw);\\n\\t\\t\\tif (distToStart < -1.) {\\n\\t\\t\\t\\tdiscard;\\n\\t\\t\\t\\treturn;\\n\\t\\t\\t}\\n\\t\\t\\talpha *= min(max(distToStart + 1., 0.), 1.);\\n\\t\\t}\\n\\n\\t\\tif (enableEndMiter == 1.) {\\n\\t\\t\\tdistToEnd = distToLine(gl_FragCoord.xy, endCutoff.xy, endCutoff.zw);\\n\\t\\t\\tif (distToEnd < -1.) {\\n\\t\\t\\t\\tdiscard;\\n\\t\\t\\t\\treturn;\\n\\t\\t\\t}\\n\\t\\t\\talpha *= min(max(distToEnd + 1., 0.), 1.);\\n\\t\\t}\\n\\t}\\n\\n\\t// round miter\\n\\telse if (miterMode == 2.) {\\n\\t\\tif (enableStartMiter == 1.) {\\n\\t\\t\\tdistToStart = distToLine(gl_FragCoord.xy, startCutoff.xy, startCutoff.zw);\\n\\t\\t\\tif (distToStart < 0.) {\\n\\t\\t\\t\\tfloat radius = length(gl_FragCoord.xy - startCoord);\\n\\n\\t\\t\\t\\tif(radius > cutoff + .5) {\\n\\t\\t\\t\\t\\tdiscard;\\n\\t\\t\\t\\t\\treturn;\\n\\t\\t\\t\\t}\\n\\n\\t\\t\\t\\talpha -= smoothstep(cutoff - .5, cutoff + .5, radius);\\n\\t\\t\\t}\\n\\t\\t}\\n\\n\\t\\tif (enableEndMiter == 1.) {\\n\\t\\t\\tdistToEnd = distToLine(gl_FragCoord.xy, endCutoff.xy, endCutoff.zw);\\n\\t\\t\\tif (distToEnd < 0.) {\\n\\t\\t\\t\\tfloat radius = length(gl_FragCoord.xy - endCoord);\\n\\n\\t\\t\\t\\tif(radius > cutoff + .5) {\\n\\t\\t\\t\\t\\tdiscard;\\n\\t\\t\\t\\t\\treturn;\\n\\t\\t\\t\\t}\\n\\n\\t\\t\\t\\talpha -= smoothstep(cutoff - .5, cutoff + .5, radius);\\n\\t\\t\\t}\\n\\t\\t}\\n\\t}\\n\\n\\tfloat t = fract(dot(tangent, gl_FragCoord.xy) / dashLength) * .5 + .25;\\n\\tfloat dash = texture2D(dashTexture, vec2(t, .5)).r;\\n\\n\\tgl_FragColor = fragColor;\\n\\tgl_FragColor.a *= alpha * opacity * 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t=this,e=[],r=arguments.length;r--;)e[r]=arguments[r];return(e.length?e:this.passes).forEach((function(e,r){var n;if(e&&Array.isArray(e))return(n=t).draw.apply(n,e);\"number\"==typeof e&&(e=t.passes[e]),e&&e.count>1&&e.opacity&&(t.regl._refresh(),e.fill&&e.triangles&&e.triangles.length>2&&t.shaders.fill(e),e.thickness&&(e.scale[0]*e.viewport.width>v.precisionThreshold||e.scale[1]*e.viewport.height>v.precisionThreshold||\"rect\"===e.join||!e.join&&(e.thickness<=2||e.count>=v.maxPoints)?t.shaders.rect(e):t.shaders.miter(e)))})),this},v.prototype.update=function(t){var e=this;if(t){null!=t.length?\"number\"==typeof t[0]&&(t=[{positions:t}]):Array.isArray(t)||(t=[t]);var r=this.regl,o=this.gl;if(t.forEach((function(t,f){var d=e.passes[f];if(void 0!==t)if(null!==t){if(\"number\"==typeof t[0]&&(t={positions:t}),t=s(t,{positions:\"positions points data coords\",thickness:\"thickness lineWidth lineWidths line-width linewidth width stroke-width strokewidth strokeWidth\",join:\"lineJoin linejoin 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C=y[2*S],P=y[2*S+1];isNaN(C)||isNaN(P)||null==C||null==P?(C=y[2*M],P=y[2*M+1],A[S]=M):M=S,k[E++]=C,k[E++]=P}if(t.splitNull){d.count-1 in A||(A[d.count]=d.count-1);var I=Object.keys(A).map(Number).sort((function(t,e){return t-e})),O=[],z=0,D=null!=d.hole?d.hole[0]:null;if(null!=D){var R=m(I,(function(t){return t>=D}));(I=I.slice(0,R)).push(D)}for(var F=function(t){var e=k.slice(2*z,2*I[t]).concat(D?k.slice(2*D):[]),r=(d.hole||[]).map((function(e){return e-D+(I[t]-z)})),n=c(e,r);n=n.map((function(e){return e+z+(e+z<I[t]?0:D-I[t])})),O.push.apply(O,n),z=I[t]+1},B=0;B<I.length;B++)F(B);for(var N=0,j=O.length;N<j;N++)null!=A[O[N]]&&(O[N]=A[O[N]]);d.triangles=O}else{for(var U=c(k,d.hole||[]),V=0,H=U.length;V<H;V++)null!=A[U[V]]&&(U[V]=A[U[V]]);d.triangles=U}}var q=new Float64Array(y);u(q,2,T);var G=new 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at=0;at<t.dashes.length;++at){for(var ot=0,st=t.dashes[at]*v.dashMult*.5;ot<st;++ot)$[rt++]=nt;nt^=255}}d.dashLength=tt,d.dashTexture({channels:1,data:$,width:$.length,height:1,mag:\"linear\",min:\"linear\"},0,0)}if(t.color){var lt=d.count,ct=t.color;ct||(ct=\"transparent\");var ut=new Uint8Array(4*lt+4);if(Array.isArray(ct)&&\"number\"!=typeof ct[0]){for(var ft=0;ft<lt;ft++){var ht=n(ct[ft],\"uint8\");ut.set(ht,4*ft)}ut.set(n(ct[0],\"uint8\"),4*lt)}else for(var pt=n(ct,\"uint8\"),dt=0;dt<lt+1;dt++)ut.set(pt,4*dt);d.colorBuffer({usage:\"dynamic\",type:\"uint8\",data:ut})}}else e.passes[f]=null})),t.length<this.passes.length){for(var f=t.length;f<this.passes.length;f++){var d=this.passes[f];d&&(d.colorBuffer.destroy(),d.positionBuffer.destroy(),d.dashTexture.destroy())}this.passes.length=t.length}for(var y=[],x=0;x<this.passes.length;x++)null!==this.passes[x]&&y.push(this.passes[x]);return this.passes=y,this}},v.prototype.destroy=function(){return 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o={uniforms:{constPointSize:!!e.constPointSize,opacity:t.prop(\"opacity\"),paletteSize:function(t,e){return[r.tooManyColors?0:255,n.height]},pixelRatio:t.context(\"pixelRatio\"),scale:t.prop(\"scale\"),scaleFract:t.prop(\"scaleFract\"),translate:t.prop(\"translate\"),translateFract:t.prop(\"translateFract\"),markerTexture:t.prop(\"markerTexture\"),paletteTexture:n},attributes:{x:function(t,e){return e.xAttr||{buffer:e.positionBuffer,stride:8,offset:0}},y:function(t,e){return e.yAttr||{buffer:e.positionBuffer,stride:8,offset:4}},xFract:function(t,e){return e.xAttr?{constant:[0,0]}:{buffer:e.positionFractBuffer,stride:8,offset:0}},yFract:function(t,e){return e.yAttr?{constant:[0,0]}:{buffer:e.positionFractBuffer,stride:8,offset:4}},size:function(t,e){return e.size.length?{buffer:e.sizeBuffer,stride:2,offset:0}:{constant:[Math.round(255*e.size/r.maxSize)]}},borderSize:function(t,e){return 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mix(color, fragColor, colorAmt);\\n    color.a *= opacity;\\n\\n    gl_FragColor = color;\\n  }\\n\\n}\\n\"]),s.vert=h([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute float x, y, xFract, yFract;\\nattribute float size, borderSize;\\nattribute vec4 colorId, borderColorId;\\nattribute float isActive;\\n\\nuniform bool constPointSize;\\nuniform float pixelRatio;\\nuniform vec2 scale, scaleFract, translate, translateFract, paletteSize;\\nuniform sampler2D paletteTexture;\\n\\nconst float maxSize = 100.;\\nconst float borderLevel = .5;\\n\\nvarying vec4 fragColor, fragBorderColor;\\nvarying float fragPointSize, fragBorderRadius, fragWidth, fragBorderColorLevel, fragColorLevel;\\n\\nfloat pointSizeScale = (constPointSize) ? 2. : pixelRatio;\\n\\nbool isDirect = (paletteSize.x < 1.);\\n\\nvec4 getColor(vec4 id) {\\n  return isDirect ? id / 255. : texture2D(paletteTexture,\\n    vec2(\\n      (id.x + .5) / paletteSize.x,\\n      (id.y + .5) / paletteSize.y\\n    )\\n  );\\n}\\n\\nvoid main() {\\n  // ignore inactive points\\n  if (isActive == 0.) return;\\n\\n  vec2 position = vec2(x, y);\\n  vec2 positionFract = vec2(xFract, yFract);\\n\\n  vec4 color = getColor(colorId);\\n  vec4 borderColor = getColor(borderColorId);\\n\\n  float size = size * maxSize / 255.;\\n  float borderSize = borderSize * maxSize / 255.;\\n\\n  gl_PointSize = 2. * size * pointSizeScale;\\n  fragPointSize = size * pixelRatio;\\n\\n  vec2 pos = (position + translate) * scale\\n      + (positionFract + translateFract) * scale\\n      + (position + translate) * scaleFract\\n      + (positionFract + translateFract) * scaleFract;\\n\\n  gl_Position = vec4(pos * 2. - 1., 0., 1.);\\n\\n  fragColor = color;\\n  fragBorderColor = borderColor;\\n  fragWidth = 1. / gl_PointSize;\\n\\n  fragBorderColorLevel = clamp(borderLevel - borderLevel * borderSize / size, 0., 1.);\\n  fragColorLevel = clamp(borderLevel + (1. - borderLevel) * borderSize / size, 0., 1.);\\n}\"]),this.drawMarker=t(s);var l=f({},o);l.frag=h([\"precision highp float;\\n#define GLSLIFY 1\\n\\nvarying vec4 fragColor, fragBorderColor;\\nvarying float fragBorderRadius, fragWidth;\\n\\nuniform float opacity;\\n\\nfloat smoothStep(float edge0, float edge1, float x) {\\n\\tfloat t;\\n\\tt = clamp((x - edge0) / (edge1 - edge0), 0.0, 1.0);\\n\\treturn t * t * (3.0 - 2.0 * t);\\n}\\n\\nvoid main() {\\n\\tfloat radius, alpha = 1.0, delta = fragWidth;\\n\\n\\tradius = length(2.0 * gl_PointCoord.xy - 1.0);\\n\\n\\tif (radius > 1.0 + delta) {\\n\\t\\tdiscard;\\n\\t}\\n\\n\\talpha -= smoothstep(1.0 - delta, 1.0 + delta, radius);\\n\\n\\tfloat borderRadius = fragBorderRadius;\\n\\tfloat ratio = smoothstep(borderRadius - delta, borderRadius + delta, radius);\\n\\tvec4 color = mix(fragColor, fragBorderColor, ratio);\\n\\tcolor.a *= alpha * opacity;\\n\\tgl_FragColor = color;\\n}\\n\"]),l.vert=h([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute float x, y, xFract, yFract;\\nattribute float size, borderSize;\\nattribute vec4 colorId, borderColorId;\\nattribute float isActive;\\n\\nuniform bool constPointSize;\\nuniform float pixelRatio;\\nuniform vec2 paletteSize, scale, scaleFract, translate, translateFract;\\nuniform sampler2D paletteTexture;\\n\\nconst float maxSize = 100.;\\n\\nvarying vec4 fragColor, fragBorderColor;\\nvarying float fragBorderRadius, fragWidth;\\n\\nfloat pointSizeScale = (constPointSize) ? 2. : pixelRatio;\\n\\nbool isDirect = (paletteSize.x < 1.);\\n\\nvec4 getColor(vec4 id) {\\n  return isDirect ? id / 255. : texture2D(paletteTexture,\\n    vec2(\\n      (id.x + .5) / paletteSize.x,\\n      (id.y + .5) / paletteSize.y\\n    )\\n  );\\n}\\n\\nvoid main() {\\n  // ignore inactive points\\n  if (isActive == 0.) return;\\n\\n  vec2 position = vec2(x, y);\\n  vec2 positionFract = vec2(xFract, yFract);\\n\\n  vec4 color = getColor(colorId);\\n  vec4 borderColor = getColor(borderColorId);\\n\\n  float size = size * maxSize / 255.;\\n  float borderSize = borderSize * maxSize / 255.;\\n\\n  gl_PointSize = (size + borderSize) * pointSizeScale;\\n\\n  vec2 pos = (position + translate) * scale\\n      + (positionFract + translateFract) * scale\\n      + (position + translate) * scaleFract\\n      + (positionFract + translateFract) * scaleFract;\\n\\n  gl_Position = vec4(pos * 2. - 1., 0., 1.);\\n\\n  fragBorderRadius = 1. - 2. * borderSize / (size + borderSize);\\n  fragColor = color;\\n  fragBorderColor = borderColor.a == 0. || borderSize == 0. ? vec4(color.rgb, 0.) : borderColor;\\n  fragWidth = 1. / gl_PointSize;\\n}\\n\"]),m&&(l.frag=l.frag.replace(\"smoothstep\",\"smoothStep\"),s.frag=s.frag.replace(\"smoothstep\",\"smoothStep\")),this.drawCircle=t(l)}b.defaults={color:\"black\",borderColor:\"transparent\",borderSize:0,size:12,opacity:1,marker:void 0,viewport:null,range:null,pixelSize:null,count:0,offset:0,bounds:null,positions:[],snap:1e4},b.prototype.render=function(){return arguments.length&&this.update.apply(this,arguments),this.draw(),this},b.prototype.draw=function(){for(var t=this,e=arguments.length,r=new Array(e),n=0;n<e;n++)r[n]=arguments[n];var i=this.groups;if(1===r.length&&Array.isArray(r[0])&&(null===r[0][0]||Array.isArray(r[0][0]))&&(r=r[0]),this.regl._refresh(),r.length)for(var a=0;a<r.length;a++)this.drawItem(a,r[a]);else i.forEach((function(e,r){t.drawItem(r)}));return this},b.prototype.drawItem=function(t,e){var r=this.groups,n=r[t];if(\"number\"==typeof e&&(t=e,n=r[e],e=null),n&&n.count&&n.opacity){n.activation[0]&&this.drawCircle(this.getMarkerDrawOptions(0,n,e));for(var a=[],o=1;o<n.activation.length;o++)n.activation[o]&&(!0===n.activation[o]||n.activation[o].data.length)&&a.push.apply(a,i(this.getMarkerDrawOptions(o,n,e)));a.length&&this.drawMarker(a)}},b.prototype.getMarkerDrawOptions=function(t,e,r){var i=e.range,a=e.tree,o=e.viewport,s=e.activation,l=e.selectionBuffer,c=e.count;this.regl;if(!a)return r?[f({},e,{markerTexture:this.markerTextures[t],activation:s[t],count:r.length,elements:r,offset:0})]:[f({},e,{markerTexture:this.markerTextures[t],activation:s[t],offset:0})];var u=[],h=a.range(i,{lod:!0,px:[(i[2]-i[0])/o.width,(i[3]-i[1])/o.height]});if(r){for(var p=s[t].data,d=new Uint8Array(c),g=0;g<r.length;g++){var m=r[g];d[m]=p?p[m]:1}l.subdata(d)}for(var v=h.length;v--;){var y=n(h[v],2),x=y[0],b=y[1];u.push(f({},e,{markerTexture:this.markerTextures[t],activation:r?l:s[t],offset:x,count:b-x}))}return u},b.prototype.update=function(){for(var t=this,e=arguments.length,r=new Array(e),n=0;n<e;n++)r[n]=arguments[n];if(r.length){1===r.length&&Array.isArray(r[0])&&(r=r[0]);var i=this.groups,a=this.gl,o=this.regl,s=this.maxSize,c=this.maxColors,h=this.palette;this.groups=i=r.map((function(e,r){var n=i[r];if(void 0===e)return n;null===e?e={positions:null}:\"function\"==typeof e?e={ondraw:e}:\"number\"==typeof e[0]&&(e={positions:e}),null===(e=p(e,{positions:\"positions data points\",snap:\"snap cluster lod tree\",size:\"sizes size radius\",borderSize:\"borderSizes borderSize border-size bordersize borderWidth borderWidths border-width borderwidth stroke-width strokeWidth strokewidth outline\",color:\"colors color fill fill-color fillColor\",borderColor:\"borderColors borderColor stroke stroke-color strokeColor\",marker:\"markers marker shape\",range:\"range dataBox databox\",viewport:\"viewport viewPort viewBox viewbox\",opacity:\"opacity alpha transparency\",bounds:\"bound bounds boundaries limits\",tooManyColors:\"tooManyColors palette paletteMode optimizePalette enablePalette\"})).positions&&(e.positions=[]),null!=e.tooManyColors&&(t.tooManyColors=e.tooManyColors),n||(i[r]=n={id:r,scale:null,translate:null,scaleFract:null,translateFract:null,activation:[],selectionBuffer:o.buffer({data:new Uint8Array(0),usage:\"stream\",type:\"uint8\"}),sizeBuffer:o.buffer({data:new Uint8Array(0),usage:\"dynamic\",type:\"uint8\"}),colorBuffer:o.buffer({data:new Uint8Array(0),usage:\"dynamic\",type:\"uint8\"}),positionBuffer:o.buffer({data:new Uint8Array(0),usage:\"dynamic\",type:\"float\"}),positionFractBuffer:o.buffer({data:new Uint8Array(0),usage:\"dynamic\",type:\"float\"})},e=f({},b.defaults,e)),e.positions&&!(\"marker\"in e)&&(e.marker=n.marker,delete n.marker),e.marker&&!(\"positions\"in e)&&(e.positions=n.positions,delete n.positions);var m=0,x=0;if(d(n,e,[{snap:!0,size:function(t,e){return null==t&&(t=b.defaults.size),m+=t&&t.length?1:0,t},borderSize:function(t,e){return null==t&&(t=b.defaults.borderSize),m+=t&&t.length?1:0,t},opacity:parseFloat,color:function(e,r){return null==e&&(e=b.defaults.color),e=t.updateColor(e),x++,e},borderColor:function(e,r){return null==e&&(e=b.defaults.borderColor),e=t.updateColor(e),x++,e},bounds:function(t,e,r){return\"range\"in r||(r.range=null),t},positions:function(t,e,r){var n=e.snap,i=e.positionBuffer,a=e.positionFractBuffer,s=e.selectionBuffer;if(t.x||t.y)return t.x.length?e.xAttr={buffer:o.buffer(t.x),offset:0,stride:4,count:t.x.length}:e.xAttr={buffer:t.x.buffer,offset:4*t.x.offset||0,stride:4*(t.x.stride||1),count:t.x.count},t.y.length?e.yAttr={buffer:o.buffer(t.y),offset:0,stride:4,count:t.y.length}:e.yAttr={buffer:t.y.buffer,offset:4*t.y.offset||0,stride:4*(t.y.stride||1),count:t.y.count},e.count=Math.max(e.xAttr.count,e.yAttr.count),t;t=g(t,\"float64\");var c=e.count=Math.floor(t.length/2),f=e.bounds=c?l(t,2):null;if(r.range||e.range||(delete e.range,r.range=f),r.marker||e.marker||(delete e.marker,r.marker=null),n&&(!0===n||c>n)?e.tree=u(t,{bounds:f}):n&&n.length&&(e.tree=n),e.tree){var h={primitive:\"points\",usage:\"static\",data:e.tree,type:\"uint32\"};e.elements?e.elements(h):e.elements=o.elements(h)}var p=v.float32(t);return i({data:p,usage:\"dynamic\"}),a({data:v.fract32(t,p),usage:\"dynamic\"}),s({data:new Uint8Array(c),type:\"uint8\",usage:\"stream\"}),t}},{marker:function(e,r,n){var i=r.activation;if(i.forEach((function(t){return t&&t.destroy&&t.destroy()})),i.length=0,e&&\"number\"!=typeof e[0]){for(var a=[],s=0,l=Math.min(e.length,r.count);s<l;s++){var c=t.addMarker(e[s]);a[c]||(a[c]=new Uint8Array(r.count)),a[c][s]=1}for(var u=0;u<a.length;u++)if(a[u]){var f={data:a[u],type:\"uint8\",usage:\"static\"};i[u]?i[u](f):i[u]=o.buffer(f),i[u].data=a[u]}}else{i[t.addMarker(e)]=!0}return e},range:function(t,e,r){var n=e.bounds;if(n)return t||(t=n),e.scale=[1/(t[2]-t[0]),1/(t[3]-t[1])],e.translate=[-t[0],-t[1]],e.scaleFract=v.fract(e.scale),e.translateFract=v.fract(e.translate),t},viewport:function(t){return y(t||[a.drawingBufferWidth,a.drawingBufferHeight])}}]),m){var _=n,w=_.count,T=_.size,k=_.borderSize,A=_.sizeBuffer,M=new Uint8Array(2*w);if(T.length||k.length)for(var S=0;S<w;S++)M[2*S]=Math.round(255*(null==T[S]?T:T[S])/s),M[2*S+1]=Math.round(255*(null==k[S]?k:k[S])/s);A({data:M,usage:\"dynamic\"})}if(x){var E,L=n,C=L.count,P=L.color,I=L.borderColor,O=L.colorBuffer;if(t.tooManyColors){if(P.length||I.length){E=new Uint8Array(8*C);for(var z=0;z<C;z++){var D=P[z];E[8*z]=h[4*D],E[8*z+1]=h[4*D+1],E[8*z+2]=h[4*D+2],E[8*z+3]=h[4*D+3];var R=I[z];E[8*z+4]=h[4*R],E[8*z+5]=h[4*R+1],E[8*z+6]=h[4*R+2],E[8*z+7]=h[4*R+3]}}}else if(P.length||I.length){E=new Uint8Array(4*C+2);for(var F=0;F<C;F++)null!=P[F]&&(E[4*F]=P[F]%c,E[4*F+1]=Math.floor(P[F]/c)),null!=I[F]&&(E[4*F+2]=I[F]%c,E[4*F+3]=Math.floor(I[F]/c))}O({data:E||new Uint8Array(0),type:\"uint8\",usage:\"dynamic\"})}return n}))}},b.prototype.addMarker=function(t){var e,r=this.markerTextures,n=this.regl,i=this.markerCache,a=null==t?0:i.indexOf(t);if(a>=0)return a;if(t instanceof Uint8Array||t instanceof Uint8ClampedArray)e=t;else{e=new Uint8Array(t.length);for(var o=0,s=t.length;o<s;o++)e[o]=255*t[o]}var l=Math.floor(Math.sqrt(e.length));return a=r.length,i.push(t),r.push(n.texture({channels:1,data:e,radius:l,mag:\"linear\",min:\"linear\"})),a},b.prototype.updateColor=function(t){var e=this.paletteIds,r=this.palette,n=this.maxColors;Array.isArray(t)||(t=[t]);var i=[];if(\"number\"==typeof t[0]){var a=[];if(Array.isArray(t))for(var o=0;o<t.length;o+=4)a.push(t.slice(o,o+4));else for(var l=0;l<t.length;l+=4)a.push(t.subarray(l,l+4));t=a}for(var u=0;u<t.length;u++){var f=t[u];f=s(f,\"uint8\");var h=c(f,!1);if(null==e[h]){var p=r.length;e[h]=Math.floor(p/4),r[p]=f[0],r[p+1]=f[1],r[p+2]=f[2],r[p+3]=f[3]}i[u]=e[h]}return!this.tooManyColors&&r.length>4*n&&(this.tooManyColors=!0),this.updatePalette(r),1===i.length?i[0]:i},b.prototype.updatePalette=function(t){if(!this.tooManyColors){var e=this.maxColors,r=this.paletteTexture,n=Math.ceil(.25*t.length/e);if(n>1)for(var i=.25*(t=t.slice()).length%e;i<n*e;i++)t.push(0,0,0,0);r.height<n&&r.resize(e,n),r.subimage({width:Math.min(.25*t.length,e),height:n,data:t},0,0)}},b.prototype.destroy=function(){return this.groups.forEach((function(t){t.sizeBuffer.destroy(),t.positionBuffer.destroy(),t.positionFractBuffer.destroy(),t.colorBuffer.destroy(),t.activation.forEach((function(t){return t&&t.destroy&&t.destroy()})),t.selectionBuffer.destroy(),t.elements&&t.elements.destroy()})),this.groups.length=0,this.paletteTexture.destroy(),this.markerTextures.forEach((function(t){return t&&t.destroy&&t.destroy()})),this};var _=t(\"object-assign\");e.exports=function(t,e){var r=new x(t,e),n=r.render.bind(r);return _(n,{render:n,update:r.update.bind(r),draw:r.draw.bind(r),destroy:r.destroy.bind(r),regl:r.regl,gl:r.gl,canvas:r.gl.canvas,groups:r.groups,markers:r.markerCache,palette:r.palette}),n}},{\"@plotly/point-cluster\":59,\"array-bounds\":71,\"color-id\":87,\"color-normalize\":89,\"flatten-vertex-data\":191,glslify:227,\"is-iexplorer\":233,\"object-assign\":247,\"parse-rect\":249,\"pick-by-alias\":253,\"to-float32\":313,\"update-diff\":329}],282:[function(t,e,r){\"use strict\";var n=t(\"regl-scatter2d\"),i=t(\"pick-by-alias\"),a=t(\"array-bounds\"),o=t(\"raf\"),s=t(\"array-range\"),l=t(\"parse-rect\"),c=t(\"flatten-vertex-data\");function u(t,e){if(!(this instanceof u))return new u(t,e);this.traces=[],this.passes={},this.regl=t,this.scatter=n(t),this.canvas=this.scatter.canvas}function f(t,e,r){return(null!=t.id?t.id:t)<<16|(255&e)<<8|255&r}function h(t,e,r){var n,i,a,o,s=t[e],l=t[r];return s.length>2?(s[0],s[2],n=s[1],i=s[3]):s.length?(n=s[0],i=s[1]):(s.x,n=s.y,s.x+s.width,i=s.y+s.height),l.length>2?(a=l[0],o=l[2],l[1],l[3]):l.length?(a=l[0],o=l[1]):(a=l.x,l.y,o=l.x+l.width,l.y+l.height),[a,n,o,i]}function p(t){if(\"number\"==typeof t)return[t,t,t,t];if(2===t.length)return[t[0],t[1],t[0],t[1]];var e=l(t);return[e.x,e.y,e.x+e.width,e.y+e.height]}e.exports=u,u.prototype.render=function(){for(var t,e=this,r=[],n=arguments.length;n--;)r[n]=arguments[n];return r.length&&(t=this).update.apply(t,r),this.regl.attributes.preserveDrawingBuffer?this.draw():(this.dirty?null==this.planned&&(this.planned=o((function(){e.draw(),e.dirty=!0,e.planned=null}))):(this.draw(),this.dirty=!0,o((function(){e.dirty=!1}))),this)},u.prototype.update=function(){for(var t,e=[],r=arguments.length;r--;)e[r]=arguments[r];if(e.length){for(var n=0;n<e.length;n++)this.updateItem(n,e[n]);this.traces=this.traces.filter(Boolean);for(var i=[],a=0,o=0;o<this.traces.length;o++){for(var s=this.traces[o],l=this.traces[o].passes,c=0;c<l.length;c++)i.push(this.passes[l[c]]);s.passOffset=a,a+=s.passes.length}return(t=this.scatter).update.apply(t,i),this}},u.prototype.updateItem=function(t,e){var r=this.regl;if(null===e)return this.traces[t]=null,this;if(!e)return this;var n,o=i(e,{data:\"data items columns rows values dimensions samples x\",snap:\"snap cluster\",size:\"sizes size radius\",color:\"colors color fill fill-color fillColor\",opacity:\"opacity alpha transparency opaque\",borderSize:\"borderSizes borderSize border-size bordersize borderWidth borderWidths border-width borderwidth stroke-width strokeWidth strokewidth outline\",borderColor:\"borderColors borderColor bordercolor stroke stroke-color strokeColor\",marker:\"markers marker shape\",range:\"range ranges databox dataBox\",viewport:\"viewport viewBox viewbox\",domain:\"domain domains area areas\",padding:\"pad padding paddings pads margin margins\",transpose:\"transpose transposed\",diagonal:\"diagonal diag showDiagonal\",upper:\"upper up top upperhalf upperHalf showupperhalf showUpper showUpperHalf\",lower:\"lower low bottom lowerhalf lowerHalf showlowerhalf showLowerHalf showLower\"}),s=this.traces[t]||(this.traces[t]={id:t,buffer:r.buffer({usage:\"dynamic\",type:\"float\",data:new Uint8Array}),color:\"black\",marker:null,size:12,borderColor:\"transparent\",borderSize:1,viewport:l([r._gl.drawingBufferWidth,r._gl.drawingBufferHeight]),padding:[0,0,0,0],opacity:1,diagonal:!0,upper:!0,lower:!0});if(null!=o.color&&(s.color=o.color),null!=o.size&&(s.size=o.size),null!=o.marker&&(s.marker=o.marker),null!=o.borderColor&&(s.borderColor=o.borderColor),null!=o.borderSize&&(s.borderSize=o.borderSize),null!=o.opacity&&(s.opacity=o.opacity),o.viewport&&(s.viewport=l(o.viewport)),null!=o.diagonal&&(s.diagonal=o.diagonal),null!=o.upper&&(s.upper=o.upper),null!=o.lower&&(s.lower=o.lower),o.data){s.buffer(c(o.data)),s.columns=o.data.length,s.count=o.data[0].length,s.bounds=[];for(var u=0;u<s.columns;u++)s.bounds[u]=a(o.data[u],1)}o.range&&(s.range=o.range,n=s.range&&\"number\"!=typeof s.range[0]),o.domain&&(s.domain=o.domain);var d=!1;null!=o.padding&&(Array.isArray(o.padding)&&o.padding.length===s.columns&&\"number\"==typeof o.padding[o.padding.length-1]?(s.padding=o.padding.map(p),d=!0):s.padding=p(o.padding));var g=s.columns,m=s.count,v=s.viewport.width,y=s.viewport.height,x=s.viewport.x,b=s.viewport.y,_=v/g,w=y/g;s.passes=[];for(var T=0;T<g;T++)for(var k=0;k<g;k++)if((s.diagonal||k!==T)&&(s.upper||!(T>k))&&(s.lower||!(T<k))){var A=f(s.id,T,k),M=this.passes[A]||(this.passes[A]={});if(o.data&&(o.transpose?M.positions={x:{buffer:s.buffer,offset:k,count:m,stride:g},y:{buffer:s.buffer,offset:T,count:m,stride:g}}:M.positions={x:{buffer:s.buffer,offset:k*m,count:m},y:{buffer:s.buffer,offset:T*m,count:m}},M.bounds=h(s.bounds,T,k)),o.domain||o.viewport||o.data){var S=d?h(s.padding,T,k):s.padding;if(s.domain){var E=h(s.domain,T,k),L=E[0],C=E[1],P=E[2],I=E[3];M.viewport=[x+L*v+S[0],b+C*y+S[1],x+P*v-S[2],b+I*y-S[3]]}else M.viewport=[x+k*_+_*S[0],b+T*w+w*S[1],x+(k+1)*_-_*S[2],b+(T+1)*w-w*S[3]]}o.color&&(M.color=s.color),o.size&&(M.size=s.size),o.marker&&(M.marker=s.marker),o.borderSize&&(M.borderSize=s.borderSize),o.borderColor&&(M.borderColor=s.borderColor),o.opacity&&(M.opacity=s.opacity),o.range&&(M.range=n?h(s.range,T,k):s.range||M.bounds),s.passes.push(A)}return this},u.prototype.draw=function(){for(var t,e=[],r=arguments.length;r--;)e[r]=arguments[r];if(e.length){for(var n=[],i=0;i<e.length;i++)if(\"number\"==typeof e[i]){var a=this.traces[e[i]],o=a.passes,l=a.passOffset;n.push.apply(n,s(l,l+o.length))}else if(e[i].length){var c=e[i],u=this.traces[i],f=u.passes,h=u.passOffset;f=f.map((function(t,e){n[h+e]=c}))}(t=this.scatter).draw.apply(t,n)}else this.scatter.draw();return this},u.prototype.destroy=function(){return 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e=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear);return(t=e.year()+(e.year()<0?1:0))%4==3||t%4==-1},monthsInYear:function(t){return this._validate(t,this.minMonth,this.minDay,n.local.invalidYear||n.regionalOptions[\"\"].invalidYear),13},weekOfYear:function(t,e,r){var n=this.newDate(t,e,r);return n.add(-n.dayOfWeek(),\"d\"),Math.floor((n.dayOfYear()-1)/7)+1},daysInMonth:function(t,e){var r=this._validate(t,e,this.minDay,n.local.invalidMonth);return this.daysPerMonth[r.month()-1]+(13===r.month()&&this.leapYear(r.year())?1:0)},weekDay:function(t,e,r){return(this.dayOfWeek(t,e,r)||7)<6},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return(t=i.year())<0&&t++,i.day()+30*(i.month()-1)+365*(t-1)+Math.floor(t/4)+this.jdEpoch-1},fromJD:function(t){var e=Math.floor(t)+.5-this.jdEpoch,r=Math.floor((e-Math.floor((e+366)/1461))/365)+1;r<=0&&r--,e=Math.floor(t)+.5-this.newDate(r,1,1).toJD();var n=Math.floor(e/30)+1,i=e-30*(n-1)+1;return 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this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),13},daysInYear:function(t){return this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),400},weekOfYear:function(t,e,r){var n=this.newDate(t,e,r);return n.add(-n.dayOfWeek(),\"d\"),Math.floor((n.dayOfYear()-1)/8)+1},daysInMonth:function(t,e){var r=this._validate(t,e,this.minDay,n.local.invalidMonth);return this.daysPerMonth[r.month()-1]},daysInWeek:function(){return 8},dayOfWeek:function(t,e,r){return(this._validate(t,e,r,n.local.invalidDate).day()+1)%8},weekDay:function(t,e,r){var n=this.dayOfWeek(t,e,r);return n>=2&&n<=6},extraInfo:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return{century:o[Math.floor((i.year()-1)/100)+1]||\"\"}},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return t=i.year()+(i.year()<0?1:0),e=i.month(),(r=i.day())+(e>1?16:0)+(e>2?32*(e-2):0)+400*(t-1)+this.jdEpoch-1},fromJD:function(t){t=Math.floor(t+.5)-Math.floor(this.jdEpoch)-1;var e=Math.floor(t/400)+1;t-=400*(e-1),t+=t>15?16:0;var r=Math.floor(t/32)+1,n=t-32*(r-1)+1;return this.newDate(e<=0?e-1:e,r,n)}});var o={20:\"Fruitbat\",21:\"Anchovy\"};n.calendars.discworld=a},{\"../main\":346,\"object-assign\":247}],335:[function(t,e,r){var n=t(\"../main\"),i=t(\"object-assign\");function a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}a.prototype=new 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a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}function o(t,e){return t-e*Math.floor(t/e)}a.prototype=new n.baseCalendar,i(a.prototype,{name:\"Hebrew\",jdEpoch:347995.5,daysPerMonth:[30,29,30,29,30,29,30,29,30,29,30,29,29],hasYearZero:!1,minMonth:1,firstMonth:7,minDay:1,regionalOptions:{\"\":{name:\"Hebrew\",epochs:[\"BAM\",\"AM\"],monthNames:[\"Nisan\",\"Iyar\",\"Sivan\",\"Tammuz\",\"Av\",\"Elul\",\"Tishrei\",\"Cheshvan\",\"Kislev\",\"Tevet\",\"Shevat\",\"Adar\",\"Adar II\"],monthNamesShort:[\"Nis\",\"Iya\",\"Siv\",\"Tam\",\"Av\",\"Elu\",\"Tis\",\"Che\",\"Kis\",\"Tev\",\"She\",\"Ada\",\"Ad2\"],dayNames:[\"Yom Rishon\",\"Yom Sheni\",\"Yom Shlishi\",\"Yom Revi'i\",\"Yom Chamishi\",\"Yom Shishi\",\"Yom Shabbat\"],dayNamesShort:[\"Ris\",\"She\",\"Shl\",\"Rev\",\"Cha\",\"Shi\",\"Sha\"],dayNamesMin:[\"Ri\",\"She\",\"Shl\",\"Re\",\"Ch\",\"Shi\",\"Sha\"],digits:null,dateFormat:\"dd/mm/yyyy\",firstDay:0,isRTL:!1}},leapYear:function(t){var e=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear);return this._leapYear(e.year())},_leapYear:function(t){return o(7*(t=t<0?t+1:t)+1,19)<7},monthsInYear:function(t){return this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),this._leapYear(t.year?t.year():t)?13:12},weekOfYear:function(t,e,r){var n=this.newDate(t,e,r);return n.add(-n.dayOfWeek(),\"d\"),Math.floor((n.dayOfYear()-1)/7)+1},daysInYear:function(t){return t=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear).year(),this.toJD(-1===t?1:t+1,7,1)-this.toJD(t,7,1)},daysInMonth:function(t,e){return t.year&&(e=t.month(),t=t.year()),this._validate(t,e,this.minDay,n.local.invalidMonth),12===e&&this.leapYear(t)||8===e&&5===o(this.daysInYear(t),10)?30:9===e&&3===o(this.daysInYear(t),10)?29:this.daysPerMonth[e-1]},weekDay:function(t,e,r){return 6!==this.dayOfWeek(t,e,r)},extraInfo:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return{yearType:(this.leapYear(i)?\"embolismic\":\"common\")+\" \"+[\"deficient\",\"regular\",\"complete\"][this.daysInYear(i)%10-3]}},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);t=i.year(),e=i.month(),r=i.day();var a=t<=0?t+1:t,o=this.jdEpoch+this._delay1(a)+this._delay2(a)+r+1;if(e<7){for(var s=7;s<=this.monthsInYear(t);s++)o+=this.daysInMonth(t,s);for(s=1;s<e;s++)o+=this.daysInMonth(t,s)}else for(s=7;s<e;s++)o+=this.daysInMonth(t,s);return o},_delay1:function(t){var e=Math.floor((235*t-234)/19),r=12084+13753*e,n=29*e+Math.floor(r/25920);return o(3*(n+1),7)<3&&n++,n},_delay2:function(t){var e=this._delay1(t-1),r=this._delay1(t);return this._delay1(t+1)-r==356?2:r-e==382?1:0},fromJD:function(t){t=Math.floor(t)+.5;for(var e=Math.floor(98496*(t-this.jdEpoch)/35975351)-1;t>=this.toJD(-1===e?1:e+1,7,1);)e++;for(var r=t<this.toJD(e,1,1)?7:1;t>this.toJD(e,r,this.daysInMonth(e,r));)r++;var n=t-this.toJD(e,r,1)+1;return 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n.add(4-(n.dayOfWeek()||7),\"d\"),Math.floor((n.dayOfYear()-1)/7)+1},daysInMonth:function(t,e){var r=this._validate(t,e,this.minDay,n.local.invalidMonth);return this.daysPerMonth[r.month()-1]+(2===r.month()&&this.leapYear(r.year())?1:0)},weekDay:function(t,e,r){return(this.dayOfWeek(t,e,r)||7)<6},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return t=i.year(),e=i.month(),r=i.day(),t<0&&t++,e<=2&&(t--,e+=12),Math.floor(365.25*(t+4716))+Math.floor(30.6001*(e+1))+r-1524.5},fromJD:function(t){var e=Math.floor(t+.5)+1524,r=Math.floor((e-122.1)/365.25),n=Math.floor(365.25*r),i=Math.floor((e-n)/30.6001),a=i-Math.floor(i<14?1:13),o=r-Math.floor(a>2?4716:4715),s=e-n-Math.floor(30.6001*i);return o<=0&&o--,this.newDate(o,a,s)}}),n.calendars.julian=a},{\"../main\":346,\"object-assign\":247}],339:[function(t,e,r){var n=t(\"../main\"),i=t(\"object-assign\");function a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}function o(t,e){return 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this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),!1},formatYear:function(t){t=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear).year();var e=Math.floor(t/400);return t%=400,t+=t<0?400:0,e+\".\"+Math.floor(t/20)+\".\"+t%20},forYear:function(t){if((t=t.split(\".\")).length<3)throw\"Invalid Mayan year\";for(var e=0,r=0;r<t.length;r++){var n=parseInt(t[r],10);if(Math.abs(n)>19||r>0&&n<0)throw\"Invalid Mayan year\";e=20*e+n}return e},monthsInYear:function(t){return this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),18},weekOfYear:function(t,e,r){return this._validate(t,e,r,n.local.invalidDate),0},daysInYear:function(t){return this._validate(t,this.minMonth,this.minDay,n.local.invalidYear),360},daysInMonth:function(t,e){return this._validate(t,e,this.minDay,n.local.invalidMonth),20},daysInWeek:function(){return 5},dayOfWeek:function(t,e,r){return this._validate(t,e,r,n.local.invalidDate).day()},weekDay:function(t,e,r){return this._validate(t,e,r,n.local.invalidDate),!0},extraInfo:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate).toJD(),a=this._toHaab(i),o=this._toTzolkin(i);return{haabMonthName:this.local.haabMonths[a[0]-1],haabMonth:a[0],haabDay:a[1],tzolkinDayName:this.local.tzolkinMonths[o[0]-1],tzolkinDay:o[0],tzolkinTrecena:o[1]}},_toHaab:function(t){var e=o((t-=this.jdEpoch)+8+340,365);return[Math.floor(e/20)+1,o(e,20)]},_toTzolkin:function(t){return[s((t-=this.jdEpoch)+20,20),s(t+4,13)]},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);return i.day()+20*i.month()+360*i.year()+this.jdEpoch},fromJD:function(t){t=Math.floor(t)+.5-this.jdEpoch;var e=Math.floor(t/360);t%=360,t+=t<0?360:0;var r=Math.floor(t/20),n=t%20;return this.newDate(e,r,n)}}),n.calendars.mayan=a},{\"../main\":346,\"object-assign\":247}],340:[function(t,e,r){var n=t(\"../main\"),i=t(\"object-assign\");function a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}a.prototype=new 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a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}a.prototype=new n.baseCalendar,i(a.prototype,{name:\"Nepali\",jdEpoch:1700709.5,daysPerMonth:[31,31,32,32,31,30,30,29,30,29,30,30],hasYearZero:!1,minMonth:1,firstMonth:1,minDay:1,daysPerYear:365,regionalOptions:{\"\":{name:\"Nepali\",epochs:[\"BBS\",\"ABS\"],monthNames:[\"Baisakh\",\"Jestha\",\"Ashadh\",\"Shrawan\",\"Bhadra\",\"Ashwin\",\"Kartik\",\"Mangsir\",\"Paush\",\"Mangh\",\"Falgun\",\"Chaitra\"],monthNamesShort:[\"Bai\",\"Je\",\"As\",\"Shra\",\"Bha\",\"Ash\",\"Kar\",\"Mang\",\"Pau\",\"Ma\",\"Fal\",\"Chai\"],dayNames:[\"Aaitabaar\",\"Sombaar\",\"Manglbaar\",\"Budhabaar\",\"Bihibaar\",\"Shukrabaar\",\"Shanibaar\"],dayNamesShort:[\"Aaita\",\"Som\",\"Mangl\",\"Budha\",\"Bihi\",\"Shukra\",\"Shani\"],dayNamesMin:[\"Aai\",\"So\",\"Man\",\"Bu\",\"Bi\",\"Shu\",\"Sha\"],digits:null,dateFormat:\"dd/mm/yyyy\",firstDay:1,isRTL:!1}},leapYear:function(t){return 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9===e?(o+=r-this.NEPALI_CALENDAR_DATA[l][0])<0&&(o+=a.daysInYear(c)):o+=this.NEPALI_CALENDAR_DATA[l][9]-this.NEPALI_CALENDAR_DATA[l][0],a.newDate(c,1,1).add(o,\"d\").toJD()},fromJD:function(t){var e=n.instance().fromJD(t),r=e.year(),i=e.dayOfYear(),a=r+56;this._createMissingCalendarData(a);for(var o=9,s=this.NEPALI_CALENDAR_DATA[a][0],l=this.NEPALI_CALENDAR_DATA[a][o]-s+1;i>l;)++o>12&&(o=1,a++),l+=this.NEPALI_CALENDAR_DATA[a][o];var c=this.NEPALI_CALENDAR_DATA[a][o]-(l-i);return this.newDate(a,o,c)},_createMissingCalendarData:function(t){var e=this.daysPerMonth.slice(0);e.unshift(17);for(var r=t-1;r<t+2;r++)void 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e=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear);return 682*((e.year()-(e.year()>0?474:473))%2820+474+38)%2816<682},weekOfYear:function(t,e,r){var n=this.newDate(t,e,r);return n.add(-(n.dayOfWeek()+1)%7,\"d\"),Math.floor((n.dayOfYear()-1)/7)+1},daysInMonth:function(t,e){var r=this._validate(t,e,this.minDay,n.local.invalidMonth);return this.daysPerMonth[r.month()-1]+(12===r.month()&&this.leapYear(r.year())?1:0)},weekDay:function(t,e,r){return 5!==this.dayOfWeek(t,e,r)},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate);t=i.year(),e=i.month(),r=i.day();var a=t-(t>=0?474:473),s=474+o(a,2820);return r+(e<=7?31*(e-1):30*(e-1)+6)+Math.floor((682*s-110)/2816)+365*(s-1)+1029983*Math.floor(a/2820)+this.jdEpoch-1},fromJD:function(t){var e=(t=Math.floor(t)+.5)-this.toJD(475,1,1),r=Math.floor(e/1029983),n=o(e,1029983),i=2820;if(1029982!==n){var a=Math.floor(n/366),s=o(n,366);i=Math.floor((2134*a+2816*s+2815)/1028522)+a+1}var l=i+2820*r+474;l=l<=0?l-1:l;var 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n=t(\"../main\"),i=t(\"object-assign\");function a(t){this.local=this.regionalOptions[t||\"\"]||this.regionalOptions[\"\"]}a.prototype=new n.baseCalendar,i(a.prototype,{name:\"UmmAlQura\",hasYearZero:!1,minMonth:1,firstMonth:1,minDay:1,regionalOptions:{\"\":{name:\"Umm al-Qura\",epochs:[\"BH\",\"AH\"],monthNames:[\"Al-Muharram\",\"Safar\",\"Rabi' al-awwal\",\"Rabi' Al-Thani\",\"Jumada Al-Awwal\",\"Jumada Al-Thani\",\"Rajab\",\"Sha'aban\",\"Ramadan\",\"Shawwal\",\"Dhu al-Qi'dah\",\"Dhu al-Hijjah\"],monthNamesShort:[\"Muh\",\"Saf\",\"Rab1\",\"Rab2\",\"Jum1\",\"Jum2\",\"Raj\",\"Sha'\",\"Ram\",\"Shaw\",\"DhuQ\",\"DhuH\"],dayNames:[\"Yawm al-Ahad\",\"Yawm al-Ithnain\",\"Yawm al-Thal\\u0101th\\u0101\\u2019\",\"Yawm al-Arba\\u2018\\u0101\\u2019\",\"Yawm al-Kham\\u012bs\",\"Yawm al-Jum\\u2018a\",\"Yawm al-Sabt\"],dayNamesMin:[\"Ah\",\"Ith\",\"Th\",\"Ar\",\"Kh\",\"Ju\",\"Sa\"],digits:null,dateFormat:\"yyyy/mm/dd\",firstDay:6,isRTL:!0}},leapYear:function(t){var e=this._validate(t,this.minMonth,this.minDay,n.local.invalidYear);return 355===this.daysInYear(e.year())},weekOfYear:function(t,e,r){var n=this.newDate(t,e,r);return n.add(-n.dayOfWeek(),\"d\"),Math.floor((n.dayOfYear()-1)/7)+1},daysInYear:function(t){for(var e=0,r=1;r<=12;r++)e+=this.daysInMonth(t,r);return e},daysInMonth:function(t,e){for(var r=this._validate(t,e,this.minDay,n.local.invalidMonth).toJD()-24e5+.5,i=0,a=0;a<o.length;a++){if(o[a]>r)return o[i]-o[i-1];i++}return 30},weekDay:function(t,e,r){return 5!==this.dayOfWeek(t,e,r)},toJD:function(t,e,r){var i=this._validate(t,e,r,n.local.invalidDate),a=12*(i.year()-1)+i.month()-15292;return i.day()+o[a-1]-1+24e5-.5},fromJD:function(t){for(var e=t-24e5+.5,r=0,n=0;n<o.length&&!(o[n]>e);n++)r++;var i=r+15292,a=Math.floor((i-1)/12),s=a+1,l=i-12*a,c=e-o[r-1]+1;return this.newDate(s,l,c)},isValid:function(t,e,r){var i=n.baseCalendar.prototype.isValid.apply(this,arguments);return 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n=t(\"object-assign\");function i(){this.regionalOptions=[],this.regionalOptions[\"\"]={invalidCalendar:\"Calendar {0} not found\",invalidDate:\"Invalid {0} date\",invalidMonth:\"Invalid {0} month\",invalidYear:\"Invalid {0} year\",differentCalendars:\"Cannot mix {0} and {1} dates\"},this.local=this.regionalOptions[\"\"],this.calendars={},this._localCals={}}function a(t,e,r,n){if(this._calendar=t,this._year=e,this._month=r,this._day=n,0===this._calendar._validateLevel&&!this._calendar.isValid(this._year,this._month,this._day))throw(c.local.invalidDate||c.regionalOptions[\"\"].invalidDate).replace(/\\{0\\}/,this._calendar.local.name)}function o(t,e){return\"000000\".substring(0,e-(t=\"\"+t).length)+t}function s(){this.shortYearCutoff=\"+10\"}function l(t){this.local=this.regionalOptions[t]||this.regionalOptions[\"\"]}n(i.prototype,{instance:function(t,e){t=(t||\"gregorian\").toLowerCase(),e=e||\"\";var r=this._localCals[t+\"-\"+e];if(!r&&this.calendars[t]&&(r=new this.calendars[t](e),this._localCals[t+\"-\"+e]=r),!r)throw(this.local.invalidCalendar||this.regionalOptions[\"\"].invalidCalendar).replace(/\\{0\\}/,t);return r},newDate:function(t,e,r,n,i){return(n=(null!=t&&t.year?t.calendar():\"string\"==typeof n?this.instance(n,i):n)||this.instance()).newDate(t,e,r)},substituteDigits:function(t){return function(e){return(e+\"\").replace(/[0-9]/g,(function(e){return t[e]}))}},substituteChineseDigits:function(t,e){return function(r){for(var n=\"\",i=0;r>0;){var a=r%10;n=(0===a?\"\":t[a]+e[i])+n,i++,r=Math.floor(r/10)}return 0===n.indexOf(t[1]+e[1])&&(n=n.substr(1)),n||t[0]}}}),n(a.prototype,{newDate:function(t,e,r){return this._calendar.newDate(null==t?this:t,e,r)},year:function(t){return 0===arguments.length?this._year:this.set(t,\"y\")},month:function(t){return 0===arguments.length?this._month:this.set(t,\"m\")},day:function(t){return 0===arguments.length?this._day:this.set(t,\"d\")},date:function(t,e,r){if(!this._calendar.isValid(t,e,r))throw(c.local.invalidDate||c.regionalOptions[\"\"].invalidDate).replace(/\\{0\\}/,this._calendar.local.name);return this._year=t,this._month=e,this._day=r,this},leapYear:function(){return this._calendar.leapYear(this)},epoch:function(){return this._calendar.epoch(this)},formatYear:function(){return this._calendar.formatYear(this)},monthOfYear:function(){return this._calendar.monthOfYear(this)},weekOfYear:function(){return this._calendar.weekOfYear(this)},daysInYear:function(){return this._calendar.daysInYear(this)},dayOfYear:function(){return this._calendar.dayOfYear(this)},daysInMonth:function(){return this._calendar.daysInMonth(this)},dayOfWeek:function(){return this._calendar.dayOfWeek(this)},weekDay:function(){return this._calendar.weekDay(this)},extraInfo:function(){return this._calendar.extraInfo(this)},add:function(t,e){return this._calendar.add(this,t,e)},set:function(t,e){return this._calendar.set(this,t,e)},compareTo:function(t){if(this._calendar.name!==t._calendar.name)throw(c.local.differentCalendars||c.regionalOptions[\"\"].differentCalendars).replace(/\\{0\\}/,this._calendar.local.name).replace(/\\{1\\}/,t._calendar.local.name);var e=this._year!==t._year?this._year-t._year:this._month!==t._month?this.monthOfYear()-t.monthOfYear():this._day-t._day;return 0===e?0:e<0?-1:1},calendar:function(){return this._calendar},toJD:function(){return this._calendar.toJD(this)},fromJD:function(t){return this._calendar.fromJD(t)},toJSDate:function(){return this._calendar.toJSDate(this)},fromJSDate:function(t){return this._calendar.fromJSDate(t)},toString:function(){return(this.year()<0?\"-\":\"\")+o(Math.abs(this.year()),4)+\"-\"+o(this.month(),2)+\"-\"+o(this.day(),2)}}),n(s.prototype,{_validateLevel:0,newDate:function(t,e,r){return null==t?this.today():(t.year&&(this._validate(t,e,r,c.local.invalidDate||c.regionalOptions[\"\"].invalidDate),r=t.day(),e=t.month(),t=t.year()),new a(this,t,e,r))},today:function(){return this.fromJSDate(new Date)},epoch:function(t){return this._validate(t,this.minMonth,this.minDay,c.local.invalidYear||c.regionalOptions[\"\"].invalidYear).year()<0?this.local.epochs[0]:this.local.epochs[1]},formatYear:function(t){var e=this._validate(t,this.minMonth,this.minDay,c.local.invalidYear||c.regionalOptions[\"\"].invalidYear);return(e.year()<0?\"-\":\"\")+o(Math.abs(e.year()),4)},monthsInYear:function(t){return this._validate(t,this.minMonth,this.minDay,c.local.invalidYear||c.regionalOptions[\"\"].invalidYear),12},monthOfYear:function(t,e){var r=this._validate(t,e,this.minDay,c.local.invalidMonth||c.regionalOptions[\"\"].invalidMonth);return(r.month()+this.monthsInYear(r)-this.firstMonth)%this.monthsInYear(r)+this.minMonth},fromMonthOfYear:function(t,e){var r=(e+this.firstMonth-2*this.minMonth)%this.monthsInYear(t)+this.minMonth;return this._validate(t,r,this.minDay,c.local.invalidMonth||c.regionalOptions[\"\"].invalidMonth),r},daysInYear:function(t){var e=this._validate(t,this.minMonth,this.minDay,c.local.invalidYear||c.regionalOptions[\"\"].invalidYear);return this.leapYear(e)?366:365},dayOfYear:function(t,e,r){var n=this._validate(t,e,r,c.local.invalidDate||c.regionalOptions[\"\"].invalidDate);return n.toJD()-this.newDate(n.year(),this.fromMonthOfYear(n.year(),this.minMonth),this.minDay).toJD()+1},daysInWeek:function(){return 7},dayOfWeek:function(t,e,r){var n=this._validate(t,e,r,c.local.invalidDate||c.regionalOptions[\"\"].invalidDate);return(Math.floor(this.toJD(n))+2)%this.daysInWeek()},extraInfo:function(t,e,r){return this._validate(t,e,r,c.local.invalidDate||c.regionalOptions[\"\"].invalidDate),{}},add:function(t,e,r){return this._validate(t,this.minMonth,this.minDay,c.local.invalidDate||c.regionalOptions[\"\"].invalidDate),this._correctAdd(t,this._add(t,e,r),e,r)},_add:function(t,e,r){if(this._validateLevel++,\"d\"===r||\"w\"===r){var n=t.toJD()+e*(\"w\"===r?this.daysInWeek():1),i=t.calendar().fromJD(n);return this._validateLevel--,[i.year(),i.month(),i.day()]}try{var a=t.year()+(\"y\"===r?e:0),o=t.monthOfYear()+(\"m\"===r?e:0);i=t.day();\"y\"===r?(t.month()!==this.fromMonthOfYear(a,o)&&(o=this.newDate(a,t.month(),this.minDay).monthOfYear()),o=Math.min(o,this.monthsInYear(a)),i=Math.min(i,this.daysInMonth(a,this.fromMonthOfYear(a,o)))):\"m\"===r&&(!function(t){for(;o<t.minMonth;)a--,o+=t.monthsInYear(a);for(var e=t.monthsInYear(a);o>e-1+t.minMonth;)a++,o-=e,e=t.monthsInYear(a)}(this),i=Math.min(i,this.daysInMonth(a,this.fromMonthOfYear(a,o))));var s=[a,this.fromMonthOfYear(a,o),i];return this._validateLevel--,s}catch(t){throw 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r,s,l=o(t,e),c=l.on,u=l.off.concat(l.explicitOff),f={},h=t._fullLayout.annotations;if(!c.length&&!u.length)return;for(r=0;r<c.length;r++)(s=a(t.layout,\"annotations\",h[c[r]])).modifyItem(\"visible\",!0),n.extendFlat(f,s.getUpdateObj());for(r=0;r<u.length;r++)(s=a(t.layout,\"annotations\",h[u[r]])).modifyItem(\"visible\",!1),n.extendFlat(f,s.getUpdateObj());return i.call(\"update\",t,{},f)}}},{\"../../lib\":503,\"../../plot_api/plot_template\":543,\"../../registry\":638}],352:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../color\");e.exports=function(t,e,r,a){a(\"opacity\");var o=a(\"bgcolor\"),s=a(\"bordercolor\"),l=i.opacity(s);a(\"borderpad\");var c=a(\"borderwidth\"),u=a(\"showarrow\");if(a(\"text\",u?\" \":r._dfltTitle.annotation),a(\"textangle\"),n.coerceFont(a,\"font\",r.font),a(\"width\"),a(\"align\"),a(\"height\")&&a(\"valign\"),u){var f,h,p=a(\"arrowside\");-1!==p.indexOf(\"end\")&&(f=a(\"arrowhead\"),h=a(\"arrowsize\")),-1!==p.indexOf(\"start\")&&(a(\"startarrowhead\",f),a(\"startarrowsize\",h)),a(\"arrowcolor\",l?e.bordercolor:i.defaultLine),a(\"arrowwidth\",2*(l&&c||1)),a(\"standoff\"),a(\"startstandoff\")}var d=a(\"hovertext\"),g=r.hoverlabel||{};if(d){var m=a(\"hoverlabel.bgcolor\",g.bgcolor||(i.opacity(o)?i.rgb(o):i.defaultLine)),v=a(\"hoverlabel.bordercolor\",g.bordercolor||i.contrast(m));n.coerceFont(a,\"hoverlabel.font\",{family:g.font.family,size:g.font.size,color:g.font.color||v})}a(\"captureevents\",!!d)}},{\"../../lib\":503,\"../color\":366}],353:[function(t,e,r){\"use strict\";var n=t(\"fast-isnumeric\"),i=t(\"../../lib/to_log_range\");e.exports=function(t,e,r,a){e=e||{};var o=\"log\"===r&&\"linear\"===e.type,s=\"linear\"===r&&\"log\"===e.type;if(o||s)for(var l,c,u=t._fullLayout.annotations,f=e._id.charAt(0),h=0;h<u.length;h++)l=u[h],c=\"annotations[\"+h+\"].\",l[f+\"ref\"]===e._id&&p(f),l[\"a\"+f+\"ref\"]===e._id&&p(\"a\"+f);function p(t){var r=l[t],s=null;s=o?i(r,e.range):Math.pow(10,r),n(s)||(s=null),a(c+t,s)}}},{\"../../lib/to_log_range\":531,\"fast-isnumeric\":190}],354:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../plots/cartesian/axes\"),a=t(\"../../plots/array_container_defaults\"),o=t(\"./common_defaults\"),s=t(\"./attributes\");function l(t,e,r){function a(r,i){return n.coerce(t,e,s,r,i)}var l=a(\"visible\"),c=a(\"clicktoshow\");if(l||c){o(t,e,r,a);for(var u=e.showarrow,f=[\"x\",\"y\"],h=[-10,-30],p={_fullLayout:r},d=0;d<2;d++){var g=f[d],m=i.coerceRef(t,e,p,g,\"\",\"paper\");if(\"paper\"!==m)i.getFromId(p,m)._annIndices.push(e._index);if(i.coercePosition(e,p,a,m,g,.5),u){var v=\"a\"+g,y=i.coerceRef(t,e,p,v,\"pixel\",[\"pixel\",\"paper\"]);\"pixel\"!==y&&y!==m&&(y=e[v]=\"pixel\");var x=\"pixel\"===y?h[d]:.4;i.coercePosition(e,p,a,y,v,x)}a(g+\"anchor\"),a(g+\"shift\")}if(n.noneOrAll(t,e,[\"x\",\"y\"]),u&&n.noneOrAll(t,e,[\"ax\",\"ay\"]),c){var b=a(\"xclick\"),_=a(\"yclick\");e._xclick=void 0===b?e.x:i.cleanPosition(b,p,e.xref),e._yclick=void 0===_?e.y:i.cleanPosition(_,p,e.yref)}}}e.exports=function(t,e){a(t,e,{name:\"annotations\",handleItemDefaults:l})}},{\"../../lib\":503,\"../../plots/array_container_defaults\":549,\"../../plots/cartesian/axes\":554,\"./attributes\":349,\"./common_defaults\":352}],355:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"../../registry\"),a=t(\"../../plots/plots\"),o=t(\"../../lib\"),s=o.strTranslate,l=t(\"../../plots/cartesian/axes\"),c=t(\"../color\"),u=t(\"../drawing\"),f=t(\"../fx\"),h=t(\"../../lib/svg_text_utils\"),p=t(\"../../lib/setcursor\"),d=t(\"../dragelement\"),g=t(\"../../plot_api/plot_template\").arrayEditor,m=t(\"./draw_arrow_head\");function v(t,e){var r=t._fullLayout.annotations[e]||{},n=l.getFromId(t,r.xref),i=l.getFromId(t,r.yref);n&&n.setScale(),i&&i.setScale(),x(t,r,e,!1,n,i)}function y(t,e,r,n,i){var a=i[r],o=i[r+\"ref\"],s=-1!==r.indexOf(\"y\"),c=\"domain\"===l.getRefType(o),u=s?n.h:n.w;return t?c?a+(s?-e:e)/t._length:t.p2r(t.r2p(a)+e):a+(s?-e:e)/u}function x(t,e,r,a,v,x){var b,_,w=t._fullLayout,T=t._fullLayout._size,k=t._context.edits;a?(b=\"annotation-\"+a,_=a+\".annotations\"):(b=\"annotation\",_=\"annotations\");var A=g(t.layout,_,e),M=A.modifyBase,S=A.modifyItem,E=A.getUpdateObj;w._infolayer.selectAll(\".\"+b+'[data-index=\"'+r+'\"]').remove();var L=\"clip\"+w._uid+\"_ann\"+r;if(e._input&&!1!==e.visible){var C={x:{},y:{}},P=+e.textangle||0,I=w._infolayer.append(\"g\").classed(b,!0).attr(\"data-index\",String(r)).style(\"opacity\",e.opacity),O=I.append(\"g\").classed(\"annotation-text-g\",!0),z=k[e.showarrow?\"annotationTail\":\"annotationPosition\"],D=e.captureevents||k.annotationText||z,R=O.append(\"g\").style(\"pointer-events\",D?\"all\":null).call(p,\"pointer\").on(\"click\",(function(){t._dragging=!1,t.emit(\"plotly_clickannotation\",Y(n.event))}));e.hovertext&&R.on(\"mouseover\",(function(){var r=e.hoverlabel,n=r.font,i=this.getBoundingClientRect(),a=t.getBoundingClientRect();f.loneHover({x0:i.left-a.left,x1:i.right-a.left,y:(i.top+i.bottom)/2-a.top,text:e.hovertext,color:r.bgcolor,borderColor:r.bordercolor,fontFamily:n.family,fontSize:n.size,fontColor:n.color},{container:w._hoverlayer.node(),outerContainer:w._paper.node(),gd:t})})).on(\"mouseout\",(function(){f.loneUnhover(w._hoverlayer.node())}));var F=e.borderwidth,B=e.borderpad,N=F+B,j=R.append(\"rect\").attr(\"class\",\"bg\").style(\"stroke-width\",F+\"px\").call(c.stroke,e.bordercolor).call(c.fill,e.bgcolor),U=e.width||e.height,V=w._topclips.selectAll(\"#\"+L).data(U?[0]:[]);V.enter().append(\"clipPath\").classed(\"annclip\",!0).attr(\"id\",L).append(\"rect\"),V.exit().remove();var H=e.font,q=w._meta?o.templateString(e.text,w._meta):e.text,G=R.append(\"text\").classed(\"annotation-text\",!0).text(q);k.annotationText?G.call(h.makeEditable,{delegate:R,gd:t}).call(W).on(\"edit\",(function(r){e.text=r,this.call(W),S(\"text\",r),v&&v.autorange&&M(v._name+\".autorange\",!0),x&&x.autorange&&M(x._name+\".autorange\",!0),i.call(\"_guiRelayout\",t,E())})):G.call(W)}else n.selectAll(\"#\"+L).remove();function Y(t){var n={index:r,annotation:e._input,fullAnnotation:e,event:t};return a&&(n.subplotId=a),n}function W(r){return r.call(u.font,H).attr({\"text-anchor\":{left:\"start\",right:\"end\"}[e.align]||\"middle\"}),h.convertToTspans(r,t,X),r}function X(){var r=G.selectAll(\"a\");1===r.size()&&r.text()===G.text()&&R.insert(\"a\",\":first-child\").attr({\"xlink:xlink:href\":r.attr(\"xlink:href\"),\"xlink:xlink:show\":r.attr(\"xlink:show\")}).style({cursor:\"pointer\"}).node().appendChild(j.node());var n=R.select(\".annotation-text-math-group\"),f=!n.empty(),g=u.bBox((f?n:G).node()),b=g.width,_=g.height,A=e.width||b,D=e.height||_,B=Math.round(A+2*N),H=Math.round(D+2*N);function q(t,e){return\"auto\"===e&&(e=t<1/3?\"left\":t>2/3?\"right\":\"center\"),{center:0,middle:0,left:.5,bottom:-.5,right:-.5,top:.5}[e]}for(var W=!1,X=[\"x\",\"y\"],Z=0;Z<X.length;Z++){var J,K,Q,$,tt,et=X[Z],rt=e[et+\"ref\"]||et,nt=e[\"a\"+et+\"ref\"],it={x:v,y:x}[et],at=(P+(\"x\"===et?0:-90))*Math.PI/180,ot=B*Math.cos(at),st=H*Math.sin(at),lt=Math.abs(ot)+Math.abs(st),ct=e[et+\"anchor\"],ut=e[et+\"shift\"]*(\"x\"===et?1:-1),ft=C[et],ht=l.getRefType(rt);if(it&&\"domain\"!==ht){var pt=it.r2fraction(e[et]);(pt<0||pt>1)&&(nt===rt?((pt=it.r2fraction(e[\"a\"+et]))<0||pt>1)&&(W=!0):W=!0),J=it._offset+it.r2p(e[et]),$=.5}else{var dt=\"domain\"===ht;\"x\"===et?(Q=e[et],J=dt?it._offset+it._length*Q:J=T.l+T.w*Q):(Q=1-e[et],J=dt?it._offset+it._length*Q:J=T.t+T.h*Q),$=e.showarrow?.5:Q}if(e.showarrow){ft.head=J;var gt=e[\"a\"+et];if(tt=ot*q(.5,e.xanchor)-st*q(.5,e.yanchor),nt===rt){var mt=l.getRefType(nt);\"domain\"===mt?(\"y\"===et&&(gt=1-gt),ft.tail=it._offset+it._length*gt):\"paper\"===mt?\"y\"===et?(gt=1-gt,ft.tail=T.t+T.h*gt):ft.tail=T.l+T.w*gt:ft.tail=it._offset+it.r2p(gt),K=tt}else ft.tail=J+gt,K=tt+gt;ft.text=ft.tail+tt;var vt=w[\"x\"===et?\"width\":\"height\"];if(\"paper\"===rt&&(ft.head=o.constrain(ft.head,1,vt-1)),\"pixel\"===nt){var yt=-Math.max(ft.tail-3,ft.text),xt=Math.min(ft.tail+3,ft.text)-vt;yt>0?(ft.tail+=yt,ft.text+=yt):xt>0&&(ft.tail-=xt,ft.text-=xt)}ft.tail+=ut,ft.head+=ut}else K=tt=lt*q($,ct),ft.text=J+tt;ft.text+=ut,tt+=ut,K+=ut,e[\"_\"+et+\"padplus\"]=lt/2+K,e[\"_\"+et+\"padminus\"]=lt/2-K,e[\"_\"+et+\"size\"]=lt,e[\"_\"+et+\"shift\"]=tt}if(W)R.remove();else{var bt=0,_t=0;if(\"left\"!==e.align&&(bt=(A-b)*(\"center\"===e.align?.5:1)),\"top\"!==e.valign&&(_t=(D-_)*(\"middle\"===e.valign?.5:1)),f)n.select(\"svg\").attr({x:N+bt-1,y:N+_t}).call(u.setClipUrl,U?L:null,t);else{var wt=N+_t-g.top,Tt=N+bt-g.left;G.call(h.positionText,Tt,wt).call(u.setClipUrl,U?L:null,t)}V.select(\"rect\").call(u.setRect,N,N,A,D),j.call(u.setRect,F/2,F/2,B-F,H-F),R.call(u.setTranslate,Math.round(C.x.text-B/2),Math.round(C.y.text-H/2)),O.attr({transform:\"rotate(\"+P+\",\"+C.x.text+\",\"+C.y.text+\")\"});var kt,At=function(r,n){I.selectAll(\".annotation-arrow-g\").remove();var l=C.x.head,f=C.y.head,h=C.x.tail+r,p=C.y.tail+n,g=C.x.text+r,b=C.y.text+n,_=o.rotationXYMatrix(P,g,b),w=o.apply2DTransform(_),A=o.apply2DTransform2(_),L=+j.attr(\"width\"),z=+j.attr(\"height\"),D=g-.5*L,F=D+L,B=b-.5*z,N=B+z,U=[[D,B,D,N],[D,N,F,N],[F,N,F,B],[F,B,D,B]].map(A);if(!U.reduce((function(t,e){return t^!!o.segmentsIntersect(l,f,l+1e6,f+1e6,e[0],e[1],e[2],e[3])}),!1)){U.forEach((function(t){var e=o.segmentsIntersect(h,p,l,f,t[0],t[1],t[2],t[3]);e&&(h=e.x,p=e.y)}));var V=e.arrowwidth,H=e.arrowcolor,q=e.arrowside,G=I.append(\"g\").style({opacity:c.opacity(H)}).classed(\"annotation-arrow-g\",!0),Y=G.append(\"path\").attr(\"d\",\"M\"+h+\",\"+p+\"L\"+l+\",\"+f).style(\"stroke-width\",V+\"px\").call(c.stroke,c.rgb(H));if(m(Y,q,e),k.annotationPosition&&Y.node().parentNode&&!a){var W=l,X=f;if(e.standoff){var Z=Math.sqrt(Math.pow(l-h,2)+Math.pow(f-p,2));W+=e.standoff*(h-l)/Z,X+=e.standoff*(p-f)/Z}var J,K,Q=G.append(\"path\").classed(\"annotation-arrow\",!0).classed(\"anndrag\",!0).classed(\"cursor-move\",!0).attr({d:\"M3,3H-3V-3H3ZM0,0L\"+(h-W)+\",\"+(p-X),transform:s(W,X)}).style(\"stroke-width\",V+6+\"px\").call(c.stroke,\"rgba(0,0,0,0)\").call(c.fill,\"rgba(0,0,0,0)\");d.init({element:Q.node(),gd:t,prepFn:function(){var t=u.getTranslate(R);J=t.x,K=t.y,v&&v.autorange&&M(v._name+\".autorange\",!0),x&&x.autorange&&M(x._name+\".autorange\",!0)},moveFn:function(t,r){var n=w(J,K),i=n[0]+t,a=n[1]+r;R.call(u.setTranslate,i,a),S(\"x\",y(v,t,\"x\",T,e)),S(\"y\",y(x,r,\"y\",T,e)),e.axref===e.xref&&S(\"ax\",y(v,t,\"ax\",T,e)),e.ayref===e.yref&&S(\"ay\",y(x,r,\"ay\",T,e)),G.attr(\"transform\",s(t,r)),O.attr({transform:\"rotate(\"+P+\",\"+i+\",\"+a+\")\"})},doneFn:function(){i.call(\"_guiRelayout\",t,E());var e=document.querySelector(\".js-notes-box-panel\");e&&e.redraw(e.selectedObj)}})}}};if(e.showarrow&&At(0,0),z)d.init({element:R.node(),gd:t,prepFn:function(){kt=O.attr(\"transform\")},moveFn:function(t,r){var n=\"pointer\";if(e.showarrow)e.axref===e.xref?S(\"ax\",y(v,t,\"ax\",T,e)):S(\"ax\",e.ax+t),e.ayref===e.yref?S(\"ay\",y(x,r,\"ay\",T.w,e)):S(\"ay\",e.ay+r),At(t,r);else{if(a)return;var i,o;if(v)i=y(v,t,\"x\",T,e);else{var l=e._xsize/T.w,c=e.x+(e._xshift-e.xshift)/T.w-l/2;i=d.align(c+t/T.w,l,0,1,e.xanchor)}if(x)o=y(x,r,\"y\",T,e);else{var u=e._ysize/T.h,f=e.y-(e._yshift+e.yshift)/T.h-u/2;o=d.align(f-r/T.h,u,0,1,e.yanchor)}S(\"x\",i),S(\"y\",o),v&&x||(n=d.getCursor(v?.5:i,x?.5:o,e.xanchor,e.yanchor))}O.attr({transform:s(t,r)+kt}),p(R,n)},clickFn:function(r,n){e.captureevents&&t.emit(\"plotly_clickannotation\",Y(n))},doneFn:function(){p(R),i.call(\"_guiRelayout\",t,E());var e=document.querySelector(\".js-notes-box-panel\");e&&e.redraw(e.selectedObj)}})}}}e.exports={draw:function(t){var e=t._fullLayout;e._infolayer.selectAll(\".annotation\").remove();for(var r=0;r<e.annotations.length;r++)e.annotations[r].visible&&v(t,r);return a.previousPromises(t)},drawOne:v,drawRaw:x}},{\"../../lib\":503,\"../../lib/setcursor\":524,\"../../lib/svg_text_utils\":529,\"../../plot_api/plot_template\":543,\"../../plots/cartesian/axes\":554,\"../../plots/plots\":619,\"../../registry\":638,\"../color\":366,\"../dragelement\":385,\"../drawing\":388,\"../fx\":406,\"./draw_arrow_head\":356,\"@plotly/d3\":58}],356:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"../color\"),a=t(\"./arrow_paths\"),o=t(\"../../lib\"),s=o.strScale,l=o.strRotate,c=o.strTranslate;e.exports=function(t,e,r){var o,u,f,h,p=t.node(),d=a[r.arrowhead||0],g=a[r.startarrowhead||0],m=(r.arrowwidth||1)*(r.arrowsize||1),v=(r.arrowwidth||1)*(r.startarrowsize||1),y=e.indexOf(\"start\")>=0,x=e.indexOf(\"end\")>=0,b=d.backoff*m+r.standoff,_=g.backoff*v+r.startstandoff;if(\"line\"===p.nodeName){o={x:+t.attr(\"x1\"),y:+t.attr(\"y1\")},u={x:+t.attr(\"x2\"),y:+t.attr(\"y2\")};var w=o.x-u.x,T=o.y-u.y;if(h=(f=Math.atan2(T,w))+Math.PI,b&&_&&b+_>Math.sqrt(w*w+T*T))return void z();if(b){if(b*b>w*w+T*T)return void z();var k=b*Math.cos(f),A=b*Math.sin(f);u.x+=k,u.y+=A,t.attr({x2:u.x,y2:u.y})}if(_){if(_*_>w*w+T*T)return void z();var M=_*Math.cos(f),S=_*Math.sin(f);o.x-=M,o.y-=S,t.attr({x1:o.x,y1:o.y})}}else if(\"path\"===p.nodeName){var E=p.getTotalLength(),L=\"\";if(E<b+_)return void z();var C=p.getPointAtLength(0),P=p.getPointAtLength(.1);f=Math.atan2(C.y-P.y,C.x-P.x),o=p.getPointAtLength(Math.min(_,E)),L=\"0px,\"+_+\"px,\";var 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n=t(\"@plotly/d3\"),i=t(\"tinycolor2\"),a=t(\"../../plots/plots\"),o=t(\"../../registry\"),s=t(\"../../plots/cartesian/axes\"),l=t(\"../dragelement\"),c=t(\"../../lib\"),u=c.strTranslate,f=t(\"../../lib/extend\").extendFlat,h=t(\"../../lib/setcursor\"),p=t(\"../drawing\"),d=t(\"../color\"),g=t(\"../titles\"),m=t(\"../../lib/svg_text_utils\"),v=t(\"../colorscale/helpers\").flipScale,y=t(\"../../plots/cartesian/axis_defaults\"),x=t(\"../../plots/cartesian/position_defaults\"),b=t(\"../../plots/cartesian/layout_attributes\"),_=t(\"../../constants/alignment\"),w=_.LINE_SPACING,T=_.FROM_TL,k=_.FROM_BR,A=t(\"./constants\").cn;e.exports={draw:function(t){var e=t._fullLayout._infolayer.selectAll(\"g.\"+A.colorbar).data(function(t){var e,r,n,i,a=t._fullLayout,o=t.calcdata,s=[];function l(t){return f(t,{_fillcolor:null,_line:{color:null,width:null,dash:null},_levels:{start:null,end:null,size:null},_filllevels:null,_fillgradient:null,_zrange:null})}function c(){\"function\"==typeof 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r=n.select(this);c.ensureSingle(r,\"rect\",A.cbbg),c.ensureSingle(r,\"g\",A.cbfills),c.ensureSingle(r,\"g\",A.cblines),c.ensureSingle(r,\"g\",A.cbaxis,(function(t){t.classed(A.crisp,!0)})),c.ensureSingle(r,\"g\",A.cbtitleunshift,(function(t){t.append(\"g\").classed(A.cbtitle,!0)})),c.ensureSingle(r,\"rect\",A.cboutline);var v=function(t,e,r){var o=\"v\"===e.orientation,l=e.len,h=e.lenmode,v=e.thickness,_=e.thicknessmode,M=e.outlinewidth,S=e.borderwidth,E=e.bgcolor,L=e.xanchor,C=e.yanchor,P=e.xpad,I=e.ypad,O=e.x,z=o?e.y:1-e.y,D=r._fullLayout,R=D._size,F=e._fillcolor,B=e._line,N=e.title,j=N.side,U=e._zrange||n.extent((\"function\"==typeof F?F:B.color).domain()),V=\"function\"==typeof B.color?B.color:function(){return B.color},H=\"function\"==typeof F?F:function(){return F},q=e._levels,G=function(t,e,r){var n,i,a=e._levels,o=[],s=[],l=a.end+a.size/100,c=a.size,u=1.001*r[0]-.001*r[1],f=1.001*r[1]-.001*r[0];for(i=0;i<1e5&&(n=a.start+i*c,!(c>0?n>=l:n<=l));i++)n>u&&n<f&&o.push(n);if(e._fillgradient)s=[0];else if(\"function\"==typeof e._fillcolor){var h=e._filllevels;if(h)for(l=h.end+h.size/100,c=h.size,i=0;i<1e5&&(n=h.start+i*c,!(c>0?n>=l:n<=l));i++)n>r[0]&&n<r[1]&&s.push(n);else(s=o.map((function(t){return t-a.size/2}))).push(s[s.length-1]+a.size)}else e._fillcolor&&\"string\"==typeof e._fillcolor&&(s=[0]);a.size<0&&(o.reverse(),s.reverse());return{line:o,fill:s}}(0,e,U),Y=G.fill,W=G.line,X=Math.round(v*(\"fraction\"===_?o?R.w:R.h:1)),Z=X/(o?R.w:R.h),J=Math.round(l*(\"fraction\"===h?o?R.h:R.w:1)),K=J/(o?R.h:R.w),Q=Math.round(o?O*R.w+P:z*R.h+I),$={center:.5,right:1}[L]||0,tt={top:1,middle:.5}[C]||0,et=o?O-$*Z:z-tt*Z,rt=o?z-tt*K:O-$*K,nt=Math.round(o?R.h*(1-rt):R.w*rt);e._lenFrac=K,e._thickFrac=Z,e._uFrac=et,e._vFrac=rt;var it=e._axis=function(t,e,r){var n=t._fullLayout,i=\"v\"===e.orientation,a={type:\"linear\",range:r,tickmode:e.tickmode,nticks:e.nticks,tick0:e.tick0,dtick:e.dtick,tickvals:e.tickvals,ticktext:e.ticktext,ticks:e.ticks,ticklen:e.ticklen,tickwidth:e.tickwidth,tickcolor:e.tickcolor,showticklabels:e.showticklabels,ticklabelposition:e.ticklabelposition,ticklabeloverflow:e.ticklabeloverflow,ticklabelstep:e.ticklabelstep,tickfont:e.tickfont,tickangle:e.tickangle,tickformat:e.tickformat,exponentformat:e.exponentformat,minexponent:e.minexponent,separatethousands:e.separatethousands,showexponent:e.showexponent,showtickprefix:e.showtickprefix,tickprefix:e.tickprefix,showticksuffix:e.showticksuffix,ticksuffix:e.ticksuffix,title:e.title,showline:!0,anchor:\"free\",side:i?\"right\":\"bottom\",position:1},o=i?\"y\":\"x\",s={type:\"linear\",_id:o+e._id},l={letter:o,font:n.font,noHover:!0,noTickson:!0,noTicklabelmode:!0,calendar:n.calendar};function u(t,e){return c.coerce(a,s,b,t,e)}return y(a,s,u,l,n),x(a,s,u,l),s}(r,e,U);it.position=Z+(o?O+P/R.w:z+I/R.h);var at=-1!==[\"top\",\"bottom\"].indexOf(j);o&&at&&(it.title.side=j,it.titlex=O+P/R.w,it.titley=rt+(\"top\"===N.side?K-I/R.h:I/R.h));o||at||(it.title.side=j,it.titley=z+I/R.h,it.titlex=rt+P/R.w);if(B.color&&\"auto\"===e.tickmode){it.tickmode=\"linear\",it.tick0=q.start;var ot=q.size,st=c.constrain(J/50,4,15)+1,lt=(U[1]-U[0])/((e.nticks||st)*ot);if(lt>1){var ct=Math.pow(10,Math.floor(Math.log(lt)/Math.LN10));ot*=ct*c.roundUp(lt/ct,[2,5,10]),(Math.abs(q.start)/q.size+1e-6)%1<2e-6&&(it.tick0=0)}it.dtick=ot}it.domain=o?[rt+I/R.h,rt+K-I/R.h]:[rt+P/R.w,rt+K-P/R.w],it.setScale(),t.attr(\"transform\",u(Math.round(R.l),Math.round(R.t)));var ut,ft=t.select(\".\"+A.cbtitleunshift).attr(\"transform\",u(-Math.round(R.l),-Math.round(R.t))),ht=it.ticklabelposition,pt=it.title.font.size,dt=t.select(\".\"+A.cbaxis),gt=0,mt=0;function vt(n,i){var a={propContainer:it,propName:e._propPrefix+\"title\",traceIndex:e._traceIndex,_meta:e._meta,placeholder:D._dfltTitle.colorbar,containerGroup:t.select(\".\"+A.cbtitle)},o=\"h\"===n.charAt(0)?n.substr(1):\"h\"+n;t.selectAll(\".\"+o+\",.\"+o+\"-math-group\").remove(),g.draw(r,n,f(a,i||{}))}return c.syncOrAsync([a.previousPromises,function(){var t,e;(o&&at||!o&&!at)&&(\"top\"===j&&(t=P+R.l+R.w*O,e=I+R.t+R.h*(1-rt-K)+3+.75*pt),\"bottom\"===j&&(t=P+R.l+R.w*O,e=I+R.t+R.h*(1-rt)-3-.25*pt),\"right\"===j&&(e=I+R.t+R.h*z+3+.75*pt,t=P+R.l+R.w*rt),vt(it._id+\"title\",{attributes:{x:t,y:e,\"text-anchor\":o?\"start\":\"middle\"}}))},function(){if(!o&&!at||o&&at){var a,l=t.select(\".\"+A.cbtitle),f=l.select(\"text\"),h=[-M/2,M/2],d=l.select(\".h\"+it._id+\"title-math-group\").node(),g=15.6;if(f.node()&&(g=parseInt(f.node().style.fontSize,10)*w),d?(a=p.bBox(d),mt=a.width,(gt=a.height)>g&&(h[1]-=(gt-g)/2)):f.node()&&!f.classed(A.jsPlaceholder)&&(a=p.bBox(f.node()),mt=a.width,gt=a.height),o){if(gt){if(gt+=5,\"top\"===j)it.domain[1]-=gt/R.h,h[1]*=-1;else{it.domain[0]+=gt/R.h;var v=m.lineCount(f);h[1]+=(1-v)*g}l.attr(\"transform\",u(h[0],h[1])),it.setScale()}}else mt&&(\"right\"===j&&(it.domain[0]+=(mt+pt/2)/R.w),l.attr(\"transform\",u(h[0],h[1])),it.setScale())}t.selectAll(\".\"+A.cbfills+\",.\"+A.cblines).attr(\"transform\",o?u(0,Math.round(R.h*(1-it.domain[1]))):u(Math.round(R.w*it.domain[0]),0)),dt.attr(\"transform\",o?u(0,Math.round(-R.t)):u(Math.round(-R.l),0));var y=t.select(\".\"+A.cbfills).selectAll(\"rect.\"+A.cbfill).attr(\"style\",\"\").data(Y);y.enter().append(\"rect\").classed(A.cbfill,!0).style(\"stroke\",\"none\"),y.exit().remove();var x=U.map(it.c2p).map(Math.round).sort((function(t,e){return t-e}));y.each((function(t,a){var s=[0===a?U[0]:(Y[a]+Y[a-1])/2,a===Y.length-1?U[1]:(Y[a]+Y[a+1])/2].map(it.c2p).map(Math.round);o&&(s[1]=c.constrain(s[1]+(s[1]>s[0])?1:-1,x[0],x[1]));var l=n.select(this).attr(o?\"x\":\"y\",Q).attr(o?\"y\":\"x\",n.min(s)).attr(o?\"width\":\"height\",Math.max(X,2)).attr(o?\"height\":\"width\",Math.max(n.max(s)-n.min(s),2));if(e._fillgradient)p.gradient(l,r,e._id,o?\"vertical\":\"horizontalreversed\",e._fillgradient,\"fill\");else{var u=H(t).replace(\"e-\",\"\");l.attr(\"fill\",i(u).toHexString())}}));var b=t.select(\".\"+A.cblines).selectAll(\"path.\"+A.cbline).data(B.color&&B.width?W:[]);b.enter().append(\"path\").classed(A.cbline,!0),b.exit().remove(),b.each((function(t){var e=Q,r=Math.round(it.c2p(t))+B.width/2%1;n.select(this).attr(\"d\",\"M\"+(o?e+\",\"+r:r+\",\"+e)+(o?\"h\":\"v\")+X).call(p.lineGroupStyle,B.width,V(t),B.dash)})),dt.selectAll(\"g.\"+it._id+\"tick,path\").remove();var _=Q+X+(M||0)/2-(\"outside\"===e.ticks?1:0),T=s.calcTicks(it),k=s.getTickSigns(it)[2];return s.drawTicks(r,it,{vals:\"inside\"===it.ticks?s.clipEnds(it,T):T,layer:dt,path:s.makeTickPath(it,_,k),transFn:s.makeTransTickFn(it)}),s.drawLabels(r,it,{vals:T,layer:dt,transFn:s.makeTransTickLabelFn(it),labelFns:s.makeLabelFns(it,_)})},function(){if(o&&!at||!o&&at){var t,i,a=it.position||0,s=it._offset+it._length/2;if(\"right\"===j)i=s,t=R.l+R.w*a+10+pt*(it.showticklabels?1:.5);else if(t=s,\"bottom\"===j&&(i=R.t+R.h*a+10+(-1===ht.indexOf(\"inside\")?it.tickfont.size:0)+(\"intside\"!==it.ticks&&e.ticklen||0)),\"top\"===j){var l=N.text.split(\"<br>\").length;i=R.t+R.h*a+10-X-w*pt*l}vt((o?\"h\":\"v\")+it._id+\"title\",{avoid:{selection:n.select(r).selectAll(\"g.\"+it._id+\"tick\"),side:j,offsetTop:o?0:R.t,offsetLeft:o?R.l:0,maxShift:o?D.width:D.height},attributes:{x:t,y:i,\"text-anchor\":\"middle\"},transform:{rotate:o?-90:0,offset:0}})}},a.previousPromises,function(){var n,s=X+M/2;-1===ht.indexOf(\"inside\")&&(n=p.bBox(dt.node()),s+=o?n.width:n.height),ut=ft.select(\"text\");var c=0,f=o&&\"top\"===j,g=!o&&\"right\"===j,m=0;if(ut.node()&&!ut.classed(A.jsPlaceholder)){var y,x=ft.select(\".h\"+it._id+\"title-math-group\").node();x&&(o&&at||!o&&!at)?(c=(n=p.bBox(x)).width,y=n.height):(c=(n=p.bBox(ft.node())).right-R.l-(o?Q:nt),y=n.bottom-R.t-(o?nt:Q),o||\"top\"!==j||(s+=n.height,m=n.height)),g&&(ut.attr(\"transform\",u(c/2+pt/2,0)),c*=2),s=Math.max(s,o?c:y)}var b=2*(o?P:I)+s+S+M/2,w=0;!o&&N.text&&\"bottom\"===C&&z<=0&&(b+=w=b/2,m+=w),D._hColorbarMoveTitle=w,D._hColorbarMoveCBTitle=m;var F=S+M;t.select(\".\"+A.cbbg).attr(\"x\",(o?Q:nt)-F/2-(o?P:0)).attr(\"y\",(o?nt:Q)-(o?J:I+m-w)).attr(o?\"width\":\"height\",Math.max(b-w,2)).attr(o?\"height\":\"width\",Math.max(J+F,2)).call(d.fill,E).call(d.stroke,e.bordercolor).style(\"stroke-width\",S);var B=g?Math.max(c-10,0):0;if(t.selectAll(\".\"+A.cboutline).attr(\"x\",(o?Q:nt+P)+B).attr(\"y\",(o?nt+I-J:Q)+(f?gt:0)).attr(o?\"width\":\"height\",Math.max(X,2)).attr(o?\"height\":\"width\",Math.max(J-(o?2*I+gt:2*P+B),2)).call(d.stroke,e.outlinecolor).style({fill:\"none\",\"stroke-width\":M}),t.attr(\"transform\",u(R.l-(o?$*b:0),R.t-(o?0:(1-tt)*b-m))),!o&&(S||i(E).getAlpha()&&!i.equals(D.paper_bgcolor,E))){var U=dt.selectAll(\"text\"),V=U[0].length,H=t.select(\".\"+A.cbbg).node(),q=p.bBox(H),G=p.getTranslate(t);U.each((function(t,e){var r=V-1;if(0===e||e===r){var n,i=p.bBox(this),a=p.getTranslate(this);if(e===r){var o=i.right+a.x;(n=q.right+G.x+nt-S-2+O-o)>0&&(n=0)}else if(0===e){var s=i.left+a.x;(n=q.left+G.x+nt+S+2-s)<0&&(n=0)}n&&(V<3?this.setAttribute(\"transform\",\"translate(\"+n+\",0) \"+this.getAttribute(\"transform\")):this.setAttribute(\"visibility\",\"hidden\"))}}))}var Y={},W=T[L],Z=k[L],K=T[C],et=k[C],rt=b-X;o?(\"pixels\"===h?(Y.y=z,Y.t=J*K,Y.b=J*et):(Y.t=Y.b=0,Y.yt=z+l*K,Y.yb=z-l*et),\"pixels\"===_?(Y.x=O,Y.l=b*W,Y.r=b*Z):(Y.l=rt*W,Y.r=rt*Z,Y.xl=O-v*W,Y.xr=O+v*Z)):(\"pixels\"===h?(Y.x=O,Y.l=J*W,Y.r=J*Z):(Y.l=Y.r=0,Y.xl=O+l*W,Y.xr=O-l*Z),\"pixels\"===_?(Y.y=1-z,Y.t=b*K,Y.b=b*et):(Y.t=rt*K,Y.b=rt*et,Y.yt=z-v*K,Y.yb=z+v*et)),a.autoMargin(r,e._id,Y)}],r)}(r,e,t);v&&v.then&&(t._promises||[]).push(v),t._context.edits.colorbarPosition&&function(t,e,r){var n,i,a,s=\"v\"===e.orientation,c=r._fullLayout._size;l.init({element:t.node(),gd:r,prepFn:function(){n=t.attr(\"transform\"),h(t)},moveFn:function(r,o){t.attr(\"transform\",n+u(r,o)),i=l.align((s?e._uFrac:e._vFrac)+r/c.w,s?e._thickFrac:e._lenFrac,0,1,e.xanchor),a=l.align((s?e._vFrac:1-e._uFrac)-o/c.h,s?e._lenFrac:e._thickFrac,0,1,e.yanchor);var f=l.getCursor(i,a,e.xanchor,e.yanchor);h(t,f)},doneFn:function(){if(h(t),void 0!==i&&void 0!==a){var n={};n[e._propPrefix+\"x\"]=i,n[e._propPrefix+\"y\"]=a,void 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o.warn(\"Fx.hover failed\",e,t),d.unhoverRaw(t,e)}var ct=1/0;function ut(t,r){for(G=0;G<rt.length;G++)if((Y=rt[G])&&Y[0]&&Y[0].trace&&!0===(W=Y[0].trace).visible&&0!==W._length&&-1===[\"carpet\",\"contourcarpet\"].indexOf(W._module.name)){if(\"splom\"===W.type?X=l[Z=0]:(X=v.getSubplot(W),Z=l.indexOf(X)),J=P,v.isUnifiedHover(J)&&(J=J.charAt(0)),$={cd:Y,trace:W,xa:_[Z],ya:w[Z],maxHoverDistance:O,maxSpikeDistance:B,index:!1,distance:Math.min(ct,O),spikeDistance:1/0,xSpike:void 0,ySpike:void 0,color:p.defaultLine,name:W.name,x0:void 0,x1:void 0,y0:void 0,y1:void 0,xLabelVal:void 0,yLabelVal:void 0,zLabelVal:void 0,text:void 0},u[X]&&($.subplot=u[X]._subplot),u._splomScenes&&u._splomScenes[W.uid]&&($.scene=u._splomScenes[W.uid]),tt=et.length,\"array\"===J){var n=e[G];\"pointNumber\"in n?($.index=n.pointNumber,J=\"closest\"):(J=\"\",\"xval\"in n&&(K=n.xval,J=\"x\"),\"yval\"in n&&(Q=n.yval,J=J?\"closest\":\"y\"))}else void 0!==t&&void 0!==r?(K=t,Q=r):(K=V[Z],Q=H[Z]);if(0!==O)if(W._module&&W._module.hoverPoints){var a=W._module.hoverPoints($,K,Q,J,{finiteRange:!0,hoverLayer:u._hoverlayer});if(a)for(var s,c=0;c<a.length;c++)s=a[c],i(s.x0)&&i(s.y0)&&et.push(D(s,P))}else o.log(\"Unrecognized trace type in hover:\",W);if(\"closest\"===P&&et.length>tt&&(et.splice(0,tt),ct=et[0].distance),y&&0!==B&&0===et.length){$.distance=B,$.index=!1;var f=W._module.hoverPoints($,K,Q,\"closest\",{hoverLayer:u._hoverlayer});if(f&&(f=f.filter((function(t){return t.spikeDistance<=B}))),f&&f.length){var h,d=f.filter((function(t){return t.xa.showspikes&&\"hovered data\"!==t.xa.spikesnap}));if(d.length){var g=d[0];i(g.x0)&&i(g.y0)&&(h=ht(g),(!nt.vLinePoint||nt.vLinePoint.spikeDistance>h.spikeDistance)&&(nt.vLinePoint=h))}var m=f.filter((function(t){return t.ya.showspikes&&\"hovered data\"!==t.ya.spikesnap}));if(m.length){var x=m[0];i(x.x0)&&i(x.y0)&&(h=ht(x),(!nt.hLinePoint||nt.hLinePoint.spikeDistance>h.spikeDistance)&&(nt.hLinePoint=h))}}}}}function ft(t,e,r){for(var n,i=null,a=1/0,o=0;o<t.length;o++)n=t[o].spikeDistance,r&&0===o&&(n=-1/0),n<=a&&n<=e&&(i=t[o],a=n);return i}function ht(t){return t?{xa:t.xa,ya:t.ya,x:void 0!==t.xSpike?t.xSpike:(t.x0+t.x1)/2,y:void 0!==t.ySpike?t.ySpike:(t.y0+t.y1)/2,distance:t.distance,spikeDistance:t.spikeDistance,curveNumber:t.trace.index,color:t.color,pointNumber:t.index}:null}ut();var pt={fullLayout:u,container:u._hoverlayer,event:e},dt=t._spikepoints,gt={vLinePoint:nt.vLinePoint,hLinePoint:nt.hLinePoint};t._spikepoints=gt;var mt=function(){et.sort((function(t,e){return t.distance-e.distance})),et=function(t,e){for(var r=e.charAt(0),n=[],i=[],a=[],o=0;o<t.length;o++){var s=t[o];m.traceIs(s.trace,\"bar-like\")||m.traceIs(s.trace,\"box-violin\")?a.push(s):s.trace[r+\"period\"]?i.push(s):n.push(s)}return n.concat(i).concat(a)}(et,P)};mt();var vt=P.charAt(0),yt=(\"x\"===vt||\"y\"===vt)&&et[0]&&L[et[0].trace.type];if(y&&0!==B&&0!==et.length){var xt=ft(et.filter((function(t){return t.ya.showspikes})),B,yt);nt.hLinePoint=ht(xt);var bt=ft(et.filter((function(t){return t.xa.showspikes})),B,yt);nt.vLinePoint=ht(bt)}if(0===et.length){var _t=d.unhoverRaw(t,e);return!y||null===nt.hLinePoint&&null===nt.vLinePoint||F(dt)&&R(t,nt,pt),_t}y&&F(dt)&&R(t,nt,pt);if(v.isXYhover(J)&&0!==et[0].length&&\"splom\"!==et[0].trace.type){var wt=et[0],Tt=(et=E[wt.trace.type]?et.filter((function(t){return t.trace.index===wt.trace.index})):[wt]).length,kt=N(\"x\",wt,u),At=N(\"y\",wt,u);ut(kt,At);var Mt,St=[],Et={},Lt=0,Ct=function(t){var e=E[t.trace.type]?C(t):t.trace.index;if(Et[e]){var r=Et[e]-1,n=St[r];r>0&&Math.abs(t.distance)<Math.abs(n.distance)&&(St[r]=t)}else Lt++,Et[e]=Lt,St.push(t)};for(Mt=0;Mt<Tt;Mt++)Ct(et[Mt]);for(Mt=et.length-1;Mt>Tt-1;Mt--)Ct(et[Mt]);et=St,mt()}var Pt=t._hoverdata,It=[],Ot=j(t),zt=U(t);for(q=0;q<et.length;q++){var Dt=et[q],Rt=v.makeEventData(Dt,Dt.trace,Dt.cd);if(!1!==Dt.hovertemplate){var Ft=!1;Dt.cd[Dt.index]&&Dt.cd[Dt.index].ht&&(Ft=Dt.cd[Dt.index].ht),Dt.hovertemplate=Ft||Dt.trace.hovertemplate||!1}if(Dt.xa&&Dt.ya){var Bt=Dt.x0+Dt.xa._offset,Nt=Dt.x1+Dt.xa._offset,jt=Dt.y0+Dt.ya._offset,Ut=Dt.y1+Dt.ya._offset,Vt=Math.min(Bt,Nt),Ht=Math.max(Bt,Nt),qt=Math.min(jt,Ut),Gt=Math.max(jt,Ut);Rt.bbox={x0:Vt+zt,x1:Ht+zt,y0:qt+Ot,y1:Gt+Ot}}Dt.eventData=[Rt],It.push(Rt)}t._hoverdata=It;var Yt=\"y\"===P&&(rt.length>1||et.length>1)||\"closest\"===P&&it&&et.length>1,Wt=p.combine(u.plot_bgcolor||p.background,u.paper_bgcolor),Xt=I(et,{gd:t,hovermode:P,rotateLabels:Yt,bgColor:Wt,container:u._hoverlayer,outerContainer:u._paper.node(),commonLabelOpts:u.hoverlabel,hoverdistance:u.hoverdistance});v.isUnifiedHover(P)||(!function(t,e,r){var n,i,a,o,s,l,c,u=0,f=1,h=t.size(),p=new Array(h),d=0;function g(t){var e=t[0],r=t[t.length-1];if(i=e.pmin-e.pos-e.dp+e.size,a=r.pos+r.dp+r.size-e.pmax,i>.01){for(s=t.length-1;s>=0;s--)t[s].dp+=i;n=!1}if(!(a<.01)){if(i<-.01){for(s=t.length-1;s>=0;s--)t[s].dp-=a;n=!1}if(n){var c=0;for(o=0;o<t.length;o++)(l=t[o]).pos+l.dp+l.size>e.pmax&&c++;for(o=t.length-1;o>=0&&!(c<=0);o--)(l=t[o]).pos>e.pmax-1&&(l.del=!0,c--);for(o=0;o<t.length&&!(c<=0);o++)if((l=t[o]).pos<e.pmin+1)for(l.del=!0,c--,a=2*l.size,s=t.length-1;s>=0;s--)t[s].dp-=a;for(o=t.length-1;o>=0&&!(c<=0);o--)(l=t[o]).pos+l.dp+l.size>e.pmax&&(l.del=!0,c--)}}}t.each((function(t){var n=t[e],i=\"x\"===n._id.charAt(0),a=n.range;0===d&&a&&a[0]>a[1]!==i&&(f=-1),p[d++]=[{datum:t,traceIndex:t.trace.index,dp:0,pos:t.pos,posref:t.posref,size:t.by*(i?T:1)/2,pmin:0,pmax:i?r.width:r.height}]})),p.sort((function(t,e){return t[0].posref-e[0].posref||f*(e[0].traceIndex-t[0].traceIndex)}));for(;!n&&u<=h;){for(u++,n=!0,o=0;o<p.length-1;){var m=p[o],v=p[o+1],y=m[m.length-1],x=v[0];if((i=y.pos+y.dp+y.size-x.pos-x.dp+x.size)>.01&&y.pmin===x.pmin&&y.pmax===x.pmax){for(s=v.length-1;s>=0;s--)v[s].dp+=i;for(m.push.apply(m,v),p.splice(o+1,1),c=0,s=m.length-1;s>=0;s--)c+=m[s].dp;for(a=c/m.length,s=m.length-1;s>=0;s--)m[s].dp-=a;n=!1}else o++}p.forEach(g)}for(o=p.length-1;o>=0;o--){var b=p[o];for(s=b.length-1;s>=0;s--){var _=b[s],w=_.datum;w.offset=_.dp,w.del=_.del}}}(Xt,Yt?\"xa\":\"ya\",u),z(Xt,Yt,u._invScaleX,u._invScaleY));if(s&&s.tagName){var Zt=m.getComponentMethod(\"annotations\",\"hasClickToShow\")(t,It);f(n.select(s),Zt?\"pointer\":\"\")}if(!s||a||!function(t,e,r){if(!r||r.length!==t._hoverdata.length)return!0;for(var n=r.length-1;n>=0;n--){var i=r[n],a=t._hoverdata[n];if(i.curveNumber!==a.curveNumber||String(i.pointNumber)!==String(a.pointNumber)||String(i.pointNumbers)!==String(a.pointNumbers))return!0}return!1}(t,0,Pt))return;Pt&&t.emit(\"plotly_unhover\",{event:e,points:Pt});t.emit(\"plotly_hover\",{event:e,points:t._hoverdata,xaxes:_,yaxes:w,xvals:V,yvals:H})}(t,e,r,a,s)}))},r.loneHover=function(t,e){var r=!0;Array.isArray(t)||(r=!1,t=[t]);var i=e.gd,a=j(i),o=U(i),s=I(t.map((function(t){var r=t._x0||t.x0||t.x||0,n=t._x1||t.x1||t.x||0,s=t._y0||t.y0||t.y||0,l=t._y1||t.y1||t.y||0,c=t.eventData;if(c){var u=Math.min(r,n),f=Math.max(r,n),h=Math.min(s,l),d=Math.max(s,l),g=t.trace;if(m.traceIs(g,\"gl3d\")){var v=i._fullLayout[g.scene]._scene.container,y=v.offsetLeft,x=v.offsetTop;u+=y,f+=y,h+=x,d+=x}c.bbox={x0:u+o,x1:f+o,y0:h+a,y1:d+a},e.inOut_bbox&&e.inOut_bbox.push(c.bbox)}else c=!1;return{color:t.color||p.defaultLine,x0:t.x0||t.x||0,x1:t.x1||t.x||0,y0:t.y0||t.y||0,y1:t.y1||t.y||0,xLabel:t.xLabel,yLabel:t.yLabel,zLabel:t.zLabel,text:t.text,name:t.name,idealAlign:t.idealAlign,borderColor:t.borderColor,fontFamily:t.fontFamily,fontSize:t.fontSize,fontColor:t.fontColor,nameLength:t.nameLength,textAlign:t.textAlign,trace:t.trace||{index:0,hoverinfo:\"\"},xa:{_offset:0},ya:{_offset:0},index:0,hovertemplate:t.hovertemplate||!1,hovertemplateLabels:t.hovertemplateLabels||!1,eventData:c}})),{gd:i,hovermode:\"closest\",rotateLabels:!1,bgColor:e.bgColor||p.background,container:n.select(e.container),outerContainer:e.outerContainer||e.container}),l=0,c=0;return s.sort((function(t,e){return t.y0-e.y0})).each((function(t,r){var n=t.y0-t.by/2;t.offset=n-5<l?l-n+5:0,l=n+t.by+t.offset,r===e.anchorIndex&&(c=t.offset)})).each((function(t){t.offset-=c})),z(s,!1,i._fullLayout._invScaleX,i._fullLayout._invScaleY),r?s:s.node()};var P=/<extra>([\\s\\S]*)<\\/extra>/;function I(t,e){var r=e.gd,i=r._fullLayout,a=e.hovermode,c=e.rotateLabels,f=e.bgColor,d=e.container,g=e.outerContainer,w=e.commonLabelOpts||{};if(0===t.length)return[[]];var T=e.fontFamily||y.HOVERFONT,k=e.fontSize||y.HOVERFONTSIZE,A=t[0],E=A.xa,L=A.ya,P=a.charAt(0),I=A[P+\"Label\"],z=V(r,g),D=z.top,R=z.width,F=z.height,B=void 0!==I&&A.distance<=e.hoverdistance&&(\"x\"===a||\"y\"===a);if(B){var N,j,U=!0;for(N=0;N<t.length;N++)if(U&&void 0===t[N].zLabel&&(U=!1),j=t[N].hoverinfo||t[N].trace.hoverinfo){var H=Array.isArray(j)?j:j.split(\"+\");if(-1===H.indexOf(\"all\")&&-1===H.indexOf(a)){B=!1;break}}U&&(B=!1)}var q=d.selectAll(\"g.axistext\").data(B?[0]:[]);if(q.enter().append(\"g\").classed(\"axistext\",!0),q.exit().remove(),q.each((function(){var t=n.select(this),e=o.ensureSingle(t,\"path\",\"\",(function(t){t.style({\"stroke-width\":\"1px\"})})),l=o.ensureSingle(t,\"text\",\"\",(function(t){t.attr(\"data-notex\",1)})),c=w.bgcolor||p.defaultLine,f=w.bordercolor||p.contrast(c),d=p.contrast(c),g={family:w.font.family||T,size:w.font.size||k,color:w.font.color||d};e.style({fill:c,stroke:f}),l.text(I).call(h.font,g).call(u.positionText,0,0).call(u.convertToTspans,r),t.attr(\"transform\",\"\");var m,v,y=V(r,l.node());if(\"x\"===a){var x=\"top\"===E.side?\"-\":\"\";l.attr(\"text-anchor\",\"middle\").call(u.positionText,0,\"top\"===E.side?D-y.bottom-M-S:D-y.top+M+S),m=E._offset+(A.x0+A.x1)/2,v=L._offset+(\"top\"===E.side?0:L._length);var b=y.width/2+S;m<b?(m=b,e.attr(\"d\",\"M-\"+(b-M)+\",0L-\"+(b-2*M)+\",\"+x+M+\"H\"+(S+y.width/2)+\"v\"+x+(2*S+y.height)+\"H-\"+b+\"V\"+x+M+\"Z\")):m>i.width-b?(m=i.width-b,e.attr(\"d\",\"M\"+(b-M)+\",0L\"+b+\",\"+x+M+\"v\"+x+(2*S+y.height)+\"H-\"+b+\"V\"+x+M+\"H\"+(b-2*M)+\"Z\")):e.attr(\"d\",\"M0,0L\"+M+\",\"+x+M+\"H\"+(S+y.width/2)+\"v\"+x+(2*S+y.height)+\"H-\"+(S+y.width/2)+\"V\"+x+M+\"H-\"+M+\"Z\")}else{var _,C,P;\"right\"===L.side?(_=\"start\",C=1,P=\"\",m=E._offset+E._length):(_=\"end\",C=-1,P=\"-\",m=E._offset),v=L._offset+(A.y0+A.y1)/2,l.attr(\"text-anchor\",_),e.attr(\"d\",\"M0,0L\"+P+M+\",\"+M+\"V\"+(S+y.height/2)+\"h\"+P+(2*S+y.width)+\"V-\"+(S+y.height/2)+\"H\"+P+M+\"V-\"+M+\"Z\");var O,z=y.height/2,R=D-y.top-z,F=\"clip\"+i._uid+\"commonlabel\"+L._id;if(m<y.width+2*S+M){O=\"M-\"+(M+S)+\"-\"+z+\"h-\"+(y.width-S)+\"V\"+z+\"h\"+(y.width-S)+\"Z\";var B=y.width-m+S;u.positionText(l,B,R),\"end\"===_&&l.selectAll(\"tspan\").each((function(){var t=n.select(this),e=h.tester.append(\"text\").text(t.text()).call(h.font,g),i=V(r,e.node());Math.round(i.width)<Math.round(y.width)&&t.attr(\"x\",B-i.width),e.remove()}))}else u.positionText(l,C*(S+M),R),O=null;var N=i._topclips.selectAll(\"#\"+F).data(O?[0]:[]);N.enter().append(\"clipPath\").attr(\"id\",F).append(\"path\"),N.exit().remove(),N.select(\"path\").attr(\"d\",O),h.setClipUrl(l,O?F:null,r)}t.attr(\"transform\",s(m,v))})),v.isUnifiedHover(a)){d.selectAll(\"g.hovertext\").remove();var G=t.filter((function(t){return\"none\"!==t.hoverinfo}));if(0===G.length)return;var Y=i.hoverlabel,W=Y.font,X={showlegend:!0,legend:{title:{text:I,font:W},font:W,bgcolor:Y.bgcolor,bordercolor:Y.bordercolor,borderwidth:1,tracegroupgap:7,traceorder:i.legend?i.legend.traceorder:void 0,orientation:\"v\"}},Z={font:W};x(X,Z,r._fullData);var J=Z.legend;J.entries=[];for(var K=0;K<G.length;K++){var Q=G[K];if(\"none\"!==Q.hoverinfo){var $=O(Q,!0,a,i,I),tt=$[0],et=$[1];Q.name=et,Q.text=\"\"!==et?et+\" : 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n=t(\"@plotly/d3\"),i=t(\"../../lib\"),a=t(\"../../plots/plots\"),o=t(\"../../registry\"),s=t(\"../../lib/events\"),l=t(\"../dragelement\"),c=t(\"../drawing\"),u=t(\"../color\"),f=t(\"../../lib/svg_text_utils\"),h=t(\"./handle_click\"),p=t(\"./constants\"),d=t(\"../../constants/alignment\"),g=d.LINE_SPACING,m=d.FROM_TL,v=d.FROM_BR,y=t(\"./get_legend_data\"),x=t(\"./style\"),b=t(\"./helpers\");function _(t,e,r,n,i){var a=r.data()[0][0].trace,l={event:i,node:r.node(),curveNumber:a.index,expandedIndex:a._expandedIndex,data:t.data,layout:t.layout,frames:t._transitionData._frames,config:t._context,fullData:t._fullData,fullLayout:t._fullLayout};if(a._group&&(l.group=a._group),o.traceIs(a,\"pie-like\")&&(l.label=r.datum()[0].label),!1!==s.triggerHandler(t,\"plotly_legendclick\",l))if(1===n)e._clickTimeout=setTimeout((function(){t._fullLayout&&h(r,t,n)}),t._context.doubleClickDelay);else 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axes\")},attr:\"zoom\",val:\"reset\",icon:o.home,click:f},u.hoverClosestCartesian={name:\"hoverClosestCartesian\",_cat:\"hoverclosest\",title:function(t){return c(t,\"Show closest data on hover\")},attr:\"hovermode\",val:\"closest\",icon:o.tooltip_basic,gravity:\"ne\",click:f},u.hoverCompareCartesian={name:\"hoverCompareCartesian\",_cat:\"hoverCompare\",title:function(t){return c(t,\"Compare data on hover\")},attr:\"hovermode\",val:function(t){return t._fullLayout._isHoriz?\"y\":\"x\"},icon:o.tooltip_compare,gravity:\"ne\",click:f},u.zoom3d={name:\"zoom3d\",_cat:\"zoom\",title:function(t){return c(t,\"Zoom\")},attr:\"scene.dragmode\",val:\"zoom\",icon:o.zoombox,click:h},u.pan3d={name:\"pan3d\",_cat:\"pan\",title:function(t){return c(t,\"Pan\")},attr:\"scene.dragmode\",val:\"pan\",icon:o.pan,click:h},u.orbitRotation={name:\"orbitRotation\",title:function(t){return c(t,\"Orbital 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hover\")},attr:\"hovermode\",val:\"closest\",icon:o.tooltip_basic,gravity:\"ne\",click:v},u.resetViewSankey={name:\"resetSankeyGroup\",title:function(t){return c(t,\"Reset view\")},icon:o.home,click:function(t){for(var e={\"node.groups\":[],\"node.x\":[],\"node.y\":[]},r=0;r<t._fullData.length;r++){var i=t._fullData[r]._viewInitial;e[\"node.groups\"].push(i.node.groups.slice()),e[\"node.x\"].push(i.node.x.slice()),e[\"node.y\"].push(i.node.y.slice())}n.call(\"restyle\",t,e)}},u.toggleHover={name:\"toggleHover\",title:function(t){return c(t,\"Toggle show closest data on hover\")},attr:\"hovermode\",val:null,toggle:!0,icon:o.tooltip_basic,gravity:\"ne\",click:function(t,e){var r=d(t,e);r.hovermode=m(t),n.call(\"_guiRelayout\",t,r)}},u.resetViews={name:\"resetViews\",title:function(t){return c(t,\"Reset views\")},icon:o.home,click:function(t,e){var r=e.currentTarget;r.setAttribute(\"data-attr\",\"zoom\"),r.setAttribute(\"data-val\",\"reset\"),f(t,e),r.setAttribute(\"data-attr\",\"resetLastSave\"),p(t,e),x(t,\"geo\"),x(t,\"mapbox\")}},u.toggleSpikelines={name:\"toggleSpikelines\",title:function(t){return c(t,\"Toggle Spike Lines\")},icon:o.spikeline,attr:\"_cartesianSpikesEnabled\",val:\"on\",click:function(t){var e=t._fullLayout,r=e._cartesianSpikesEnabled;e._cartesianSpikesEnabled=\"on\"===r?\"off\":\"on\",n.call(\"_guiRelayout\",t,function(t){for(var e=\"on\"===t._fullLayout._cartesianSpikesEnabled,r=a.list(t,null,!0),n={},i=0;i<r.length;i++){var o=r[i];n[o._name+\".showspikes\"]=!!e||o._showSpikeInitial}return n}(t))}},u.resetViewMapbox={name:\"resetViewMapbox\",_cat:\"resetView\",title:function(t){return c(t,\"Reset view\")},attr:\"reset\",icon:o.home,click:function(t){x(t,\"mapbox\")}},u.zoomInMapbox={name:\"zoomInMapbox\",_cat:\"zoomin\",title:function(t){return c(t,\"Zoom 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n=t(\"../../lib\"),i=t(\"../color\"),a=t(\"../../plot_api/plot_template\"),o=t(\"./attributes\");e.exports=function(t,e){var r=t.modebar||{},s=a.newContainer(e,\"modebar\");function l(t,e){return n.coerce(r,s,o,t,e)}l(\"orientation\"),l(\"bgcolor\",i.addOpacity(e.paper_bgcolor,.5));var c=i.contrast(i.rgb(e.modebar.bgcolor));l(\"color\",i.addOpacity(c,.3)),l(\"activecolor\",i.addOpacity(c,.7)),l(\"uirevision\",e.uirevision),l(\"add\"),l(\"remove\")}},{\"../../lib\":503,\"../../plot_api/plot_template\":543,\"../color\":366,\"./attributes\":425}],429:[function(t,e,r){\"use strict\";e.exports={moduleType:\"component\",name:\"modebar\",layoutAttributes:t(\"./attributes\"),supplyLayoutDefaults:t(\"./defaults\"),manage:t(\"./manage\")}},{\"./attributes\":425,\"./defaults\":428,\"./manage\":430}],430:[function(t,e,r){\"use strict\";var n=t(\"../../plots/cartesian/axis_ids\"),i=t(\"../../traces/scatter/subtypes\"),a=t(\"../../registry\"),o=t(\"../fx/helpers\").isUnifiedHover,s=t(\"./modebar\"),l=t(\"./buttons\"),c=t(\"./constants\").DRAW_MODES;e.exports=function(t){var e=t._fullLayout,r=t._context,u=e._modeBar;if(r.displayModeBar||r.watermark){if(!Array.isArray(r.modeBarButtonsToRemove))throw new Error([\"*modeBarButtonsToRemove* configuration options\",\"must be an array.\"].join(\" \"));if(!Array.isArray(r.modeBarButtonsToAdd))throw new Error([\"*modeBarButtonsToAdd* configuration options\",\"must be an array.\"].join(\" \"));var f,h=r.modeBarButtons;f=Array.isArray(h)&&h.length?function(t){for(var e=0;e<t.length;e++)for(var r=t[e],n=0;n<r.length;n++){var i=r[n];if(\"string\"==typeof i){if(void 0===l[i])throw new Error([\"*modeBarButtons* configuration options\",\"invalid button name\"].join(\" \"));t[e][n]=l[i]}}return t}(h):!r.displayModeBar&&r.watermark?[]:function(t){var e=t._fullLayout,r=t._fullData,s=t._context;function u(t,e){if(\"string\"==typeof e){if(e.toLowerCase()===t.toLowerCase())return!0}else{var r=e.name,n=e._cat||e.name;if(r===t||n===t.toLowerCase())return!0}return!1}var f=e.modebar.add;\"string\"==typeof f&&(f=[f]);var h=e.modebar.remove;\"string\"==typeof h&&(h=[h]);var p=s.modeBarButtonsToAdd.concat(f.filter((function(t){for(var e=0;e<s.modeBarButtonsToRemove.length;e++)if(u(t,s.modeBarButtonsToRemove[e]))return!1;return!0}))),d=s.modeBarButtonsToRemove.concat(h.filter((function(t){for(var e=0;e<s.modeBarButtonsToAdd.length;e++)if(u(t,s.modeBarButtonsToAdd[e]))return!1;return!0}))),g=e._has(\"cartesian\"),m=e._has(\"gl3d\"),v=e._has(\"geo\"),y=e._has(\"pie\"),x=e._has(\"funnelarea\"),b=e._has(\"gl2d\"),_=e._has(\"ternary\"),w=e._has(\"mapbox\"),T=e._has(\"polar\"),k=e._has(\"smith\"),A=e._has(\"sankey\"),M=function(t){for(var e=n.list({_fullLayout:t},null,!0),r=0;r<e.length;r++)if(!e[r].fixedrange)return!1;return!0}(e),S=o(e.hovermode),E=[];function L(t){if(t.length){for(var e=[],r=0;r<t.length;r++){for(var n=t[r],i=l[n],a=i.name.toLowerCase(),o=(i._cat||i.name).toLowerCase(),s=!1,c=0;c<d.length;c++){var u=d[c].toLowerCase();if(u===a||u===o){s=!0;break}}s||e.push(l[n])}E.push(e)}}var C=[\"toImage\"];s.showEditInChartStudio?C.push(\"editInChartStudio\"):s.showSendToCloud&&C.push(\"sendDataToCloud\");L(C);var P=[],I=[],O=[],z=[];(g||b||y||x||_)+v+m+w+T+k>1?(I=[\"toggleHover\"],O=[\"resetViews\"]):v?(P=[\"zoomInGeo\",\"zoomOutGeo\"],I=[\"hoverClosestGeo\"],O=[\"resetGeo\"]):m?(I=[\"hoverClosest3d\"],O=[\"resetCameraDefault3d\",\"resetCameraLastSave3d\"]):w?(P=[\"zoomInMapbox\",\"zoomOutMapbox\"],I=[\"toggleHover\"],O=[\"resetViewMapbox\"]):b?I=[\"hoverClosestGl2d\"]:y?I=[\"hoverClosestPie\"]:A?(I=[\"hoverClosestCartesian\",\"hoverCompareCartesian\"],O=[\"resetViewSankey\"]):I=[\"toggleHover\"];g&&(I=[\"toggleSpikelines\",\"hoverClosestCartesian\",\"hoverCompareCartesian\"]);(function(t){for(var e=0;e<t.length;e++)if(!a.traceIs(t[e],\"noHover\"))return!1;return!0}(r)||S)&&(I=[]);!g&&!b||M||(P=[\"zoomIn2d\",\"zoomOut2d\",\"autoScale2d\"],\"resetViews\"!==O[0]&&(O=[\"resetScale2d\"]));m?z=[\"zoom3d\",\"pan3d\",\"orbitRotation\",\"tableRotation\"]:(g||b)&&!M||_?z=[\"zoom2d\",\"pan2d\"]:w||v?z=[\"pan2d\"]:T&&(z=[\"zoom2d\"]);(function(t){for(var e=!1,r=0;r<t.length&&!e;r++){var 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r=this.graphInfo._context,n=this.graphInfo._fullLayout,i=\"modebar-\"+n._uid;this.element.setAttribute(\"id\",i),this._uid=i,this.element.className=\"modebar\",\"hover\"===r.displayModeBar&&(this.element.className+=\" modebar--hover ease-bg\"),\"v\"===n.modebar.orientation&&(this.element.className+=\" vertical\",e=e.reverse());var o=n.modebar,s=\"hover\"===r.displayModeBar?\".js-plotly-plot .plotly:hover \":\"\";a.deleteRelatedStyleRule(i),a.addRelatedStyleRule(i,s+\"#\"+i+\" .modebar-group\",\"background-color: \"+o.bgcolor),a.addRelatedStyleRule(i,\"#\"+i+\" .modebar-btn .icon path\",\"fill: \"+o.color),a.addRelatedStyleRule(i,\"#\"+i+\" .modebar-btn:hover .icon path\",\"fill: \"+o.activecolor),a.addRelatedStyleRule(i,\"#\"+i+\" .modebar-btn.active .icon path\",\"fill: \"+o.activecolor);var l=!this.hasButtons(e),c=this.hasLogo!==r.displaylogo,u=this.locale!==r.locale;if(this.locale=r.locale,(l||c||u)&&(this.removeAllButtons(),this.updateButtons(e),r.watermark||r.displaylogo)){var f=this.getLogo();r.watermark&&(f.className=f.className+\" watermark\"),\"v\"===n.modebar.orientation?this.element.insertBefore(f,this.element.childNodes[0]):this.element.appendChild(f),this.hasLogo=!0}this.updateActiveButton()},u.updateButtons=function(t){var e=this;this.buttons=t,this.buttonElements=[],this.buttonsNames=[],this.buttons.forEach((function(t){var r=e.createGroup();t.forEach((function(t){var n=t.name;if(!n)throw new Error(\"must provide button 'name' in button config\");if(-1!==e.buttonsNames.indexOf(n))throw new Error(\"button name '\"+n+\"' is taken\");e.buttonsNames.push(n);var i=e.createButton(t);e.buttonElements.push(i),r.appendChild(i)})),e.element.appendChild(r)}))},u.createGroup=function(){var t=document.createElement(\"div\");return t.className=\"modebar-group\",t},u.createButton=function(t){var e=this,r=document.createElement(\"a\");r.setAttribute(\"rel\",\"tooltip\"),r.className=\"modebar-btn\";var i=t.title;void 0===i?i=t.name:\"function\"==typeof 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a=document.createElementNS(n,\"path\");a.setAttribute(\"d\",t.path),t.transform?a.setAttribute(\"transform\",t.transform):void 0!==t.ascent&&a.setAttribute(\"transform\",\"matrix(1 0 0 -1 0 \"+t.ascent+\")\"),e.appendChild(a)}t.svg&&(e=l.parseFromString(t.svg,\"application/xml\").childNodes[0]);return e.setAttribute(\"height\",\"1em\"),e.setAttribute(\"width\",\"1em\"),e},u.updateActiveButton=function(t){var e=this.graphInfo._fullLayout,r=void 0!==t?t.getAttribute(\"data-attr\"):null;this.buttonElements.forEach((function(t){var i=t.getAttribute(\"data-val\")||!0,o=t.getAttribute(\"data-attr\"),s=\"true\"===t.getAttribute(\"data-toggle\"),l=n.select(t);if(s)o===r&&l.classed(\"active\",!l.classed(\"active\"));else{var c=null===o?o:a.nestedProperty(e,o).get();l.classed(\"active\",c===i)}}))},u.hasButtons=function(t){var e=this.buttons;if(!e)return!1;if(t.length!==e.length)return!1;for(var r=0;r<t.length;++r){if(t[r].length!==e[r].length)return!1;for(var n=0;n<t[r].length;n++)if(t[r][n].name!==e[r][n].name)return!1}return!0},u.getLogo=function(){var t=this.createGroup(),e=document.createElement(\"a\");return e.href=\"https://plotly.com/\",e.target=\"_blank\",e.setAttribute(\"data-title\",a._(this.graphInfo,\"Produced with Plotly.js\")+\" (v\"+s+\")\"),e.className=\"modebar-btn plotlyjsicon modebar-btn--logo\",e.appendChild(this.createIcon(o.newplotlylogo)),t.appendChild(e),t},u.removeAllButtons=function(){for(;this.element.firstChild;)this.element.removeChild(this.element.firstChild);this.hasLogo=!1},u.destroy=function(){a.removeElement(this.container.querySelector(\".modebar\")),a.deleteRelatedStyleRule(this._uid)},e.exports=function(t,e){var r=t._fullLayout,i=new c({graphInfo:t,container:r._modebardiv.node(),buttons:e});return r._privateplot&&n.select(i.element).append(\"span\").classed(\"badge-private 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if(\"log\"===t.type){t.tick0=0;var c=s.simpleMap(t.range,t.r2l);if(e>.7)t.dtick=Math.ceil(e);else if(Math.abs(c[1]-c[0])<1){var u=1.5*Math.abs((c[1]-c[0])/e);e=Math.abs(Math.pow(10,c[1])-Math.pow(10,c[0]))/u,r=n(10),t.dtick=\"L\"+ot(e,r,$)}else t.dtick=e>.3?\"D2\":\"D1\"}else\"category\"===t.type||\"multicategory\"===t.type?(t.tick0=0,t.dtick=Math.ceil(Math.max(e,1))):At(t)?(t.tick0=0,r=1,t.dtick=ot(e,r,at)):(t.tick0=0,r=n(10),t.dtick=ot(e,r,$));if(0===t.dtick&&(t.dtick=1),!i(t.dtick)&&\"string\"!=typeof t.dtick){var f=t.dtick;throw t.dtick=1,\"ax.dtick error: \"+String(f)}},V.tickIncrement=function(t,e,r,a){var o=r?-1:1;if(i(e))return s.increment(t,o*e);var l=e.charAt(0),c=o*Number(e.substr(1));if(\"M\"===l)return s.incrementMonth(t,c,a);if(\"L\"===l)return Math.log(Math.pow(10,t)+c)/Math.LN10;if(\"D\"===l){var u=\"D2\"===e?it:nt,f=t+.01*o,h=s.roundUp(s.mod(f,1),u,r);return Math.floor(f)+Math.log(n.round(Math.pow(10,h),1))/Math.LN10}throw\"unrecognized dtick 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a=n._fullLayout._zoomlayer.selectAll(\".select-outline-\"+r.id);if(a&&n._fullLayout._drawing){var o=v(a,t);o&&i.call(\"_guiRelayout\",n,{shapes:o}),n._fullLayout._drawing=!1}}r.selection={},r.selection.selectionDefs=t.selectionDefs=[],r.selection.mergedPolygons=t.mergedPolygons=[]}function N(t,e,r,n){var i,a,o,s=[],l=e.map((function(t){return t._id})),c=r.map((function(t){return t._id}));for(o=0;o<t.calcdata.length;o++)if(!0===(a=(i=t.calcdata[o])[0].trace).visible&&a._module&&a._module.selectPoints)if(!n||a.subplot!==n&&a.geo!==n)if(\"splom\"===a.type&&a._xaxes[l[0]]&&a._yaxes[c[0]]){var u=h(a._module,i,e[0],r[0]);u.scene=t._fullLayout._splomScenes[a.uid],s.push(u)}else if(\"sankey\"===a.type){var f=h(a._module,i,e[0],r[0]);s.push(f)}else{if(-1===l.indexOf(a.xaxis))continue;if(-1===c.indexOf(a.yaxis))continue;s.push(h(a._module,i,_(t,a.xaxis),_(t,a.yaxis)))}else s.push(h(a._module,i,e[0],r[0]));return s;function h(t,e,r,n){return{_module:t,cd:e,xaxis:r,yaxis:n}}}function j(t){var 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n=t(\"@plotly/d3\"),i=t(\"d3-geo\"),a=i.geoPath,o=i.geoDistance,s=t(\"d3-geo-projection\"),l=t(\"../../registry\"),c=t(\"../../lib\"),u=c.strTranslate,f=t(\"../../components/color\"),h=t(\"../../components/drawing\"),p=t(\"../../components/fx\"),d=t(\"../plots\"),g=t(\"../cartesian/axes\"),m=t(\"../cartesian/autorange\").getAutoRange,v=t(\"../../components/dragelement\"),y=t(\"../cartesian/select\").prepSelect,x=t(\"../cartesian/select\").clearSelect,b=t(\"../cartesian/select\").selectOnClick,_=t(\"./zoom\"),w=t(\"./constants\"),T=t(\"../../lib/geo_location_utils\"),k=t(\"../../lib/topojson_utils\"),A=t(\"topojson-client\").feature;function M(t){this.id=t.id,this.graphDiv=t.graphDiv,this.container=t.container,this.topojsonURL=t.topojsonURL,this.isStatic=t.staticPlot,this.topojsonName=null,this.topojson=null,this.projection=null,this.scope=null,this.viewInitial=null,this.fitScale=null,this.bounds=null,this.midPt=null,this.hasChoropleth=!1,this.traceHash={},this.layers={},this.basePaths={},this.dataPaths={},this.dataPoints={},this.clipDef=null,this.clipRect=null,this.bgRect=null,this.makeFramework()}var S=M.prototype;function E(t,e){var r=w.clipPad,n=t[0]+r,i=t[1]-r,a=e[0]+r,o=e[1]-r;n>0&&i<0&&(i+=360);var s=(i-n)/4;return{type:\"Polygon\",coordinates:[[[n,a],[n,o],[n+s,o],[n+2*s,o],[n+3*s,o],[i,o],[i,a],[i-s,a],[i-2*s,a],[i-3*s,a],[n,a]]]}}e.exports=function(t){return new M(t)},S.plot=function(t,e,r){var n=this,i=e[this.id],a=[],o=!1;for(var s in w.layerNameToAdjective)if(\"frame\"!==s&&i[\"show\"+s]){o=!0;break}for(var l=0;l<t.length;l++)if(t[0][0].trace.locationmode){o=!0;break}if(o){var 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i=t[n],a=i[0].trace;\"choropleth\"===a.type&&(this.hasChoropleth=!0),!0===a.visible&&a._length>0&&a._module.calcGeoJSON(i,e)}if(!this.updateProjection(t,e)){this.viewInitial&&this.scope===r.scope||this.saveViewInitial(r),this.scope=r.scope,this.updateBaseLayers(e,r),this.updateDims(e,r),this.updateFx(e,r),d.generalUpdatePerTraceModule(this.graphDiv,this,t,r);var o=this.layers.frontplot.select(\".scatterlayer\");this.dataPoints.point=o.selectAll(\".point\"),this.dataPoints.text=o.selectAll(\"text\"),this.dataPaths.line=o.selectAll(\".js-line\");var s=this.layers.backplot.select(\".choroplethlayer\");this.dataPaths.choropleth=s.selectAll(\"path\"),this.render()}},S.updateProjection=function(t,e){var r=this.graphDiv,n=e[this.id],l=e._size,u=n.domain,f=n.projection,h=n.lonaxis,p=n.lataxis,d=h._ax,g=p._ax,v=this.projection=function(t){var e=t.projection,r=e.type,n=w.projNames[r];n=\"geo\"+c.titleCase(n);for(var l=(i[n]||s[n])(),u=t._isSatellite?180*Math.acos(1/e.distance)/Math.PI:t._isClipped?w.lonaxisSpan[r]/2:null,f=[\"center\",\"rotate\",\"parallels\",\"clipExtent\"],h=function(t){return t?l:[]},p=0;p<f.length;p++){var d=f[p];\"function\"!=typeof l[d]&&(l[d]=h)}l.isLonLatOverEdges=function(t){if(null===l(t))return!0;if(u){var e=l.rotate();return o(t,[-e[0],-e[1]])>u*Math.PI/180}return!1},l.getPath=function(){return a().projection(l)},l.getBounds=function(t){return l.getPath().bounds(t)},l.precision(w.precision),t._isSatellite&&l.tilt(e.tilt).distance(e.distance);u&&l.clipAngle(u-w.clipPad);return l}(n),y=[[l.l+l.w*u.x[0],l.t+l.h*(1-u.y[1])],[l.l+l.w*u.x[1],l.t+l.h*(1-u.y[0])]],x=n.center||{},b=f.rotation||{},_=h.range||[],T=p.range||[];if(n.fitbounds){d._length=y[1][0]-y[0][0],g._length=y[1][1]-y[0][1],d.range=m(r,d),g.range=m(r,g);var k=(d.range[0]+d.range[1])/2,A=(g.range[0]+g.range[1])/2;if(n._isScoped)x={lon:k,lat:A};else if(n._isClipped){x={lon:k,lat:A},b={lon:k,lat:A,roll:b.roll};var M=f.type,S=w.lonaxisSpan[M]/2||180,L=w.lataxisSpan[M]/2||90;_=[k-S,k+S],T=[A-L,A+L]}else x={lon:k,lat:A},b={lon:k,lat:b.lat,roll:b.roll}}v.center([x.lon-b.lon,x.lat-b.lat]).rotate([-b.lon,-b.lat,b.roll]).parallels(f.parallels);var C=E(_,T);v.fitExtent(y,C);var P=this.bounds=v.getBounds(C),I=this.fitScale=v.scale(),O=v.translate();if(n.fitbounds){var z=v.getBounds(E(d.range,g.range)),D=Math.min((P[1][0]-P[0][0])/(z[1][0]-z[0][0]),(P[1][1]-P[0][1])/(z[1][1]-z[0][1]));isFinite(D)?v.scale(D*I):c.warn(\"Something went wrong during\"+this.id+\"fitbounds computations.\")}else v.scale(f.scale*I);var R=this.midPt=[(P[0][0]+P[1][0])/2,(P[0][1]+P[1][1])/2];if(v.translate([O[0]+(R[0]-O[0]),O[1]+(R[1]-O[1])]).clipExtent(P),n._isAlbersUsa){var F=v([x.lon,x.lat]),B=v.translate();v.translate([B[0]-(F[0]-B[0]),B[1]-(F[1]-B[1])])}},S.updateBaseLayers=function(t,e){var r=this,i=r.topojson,a=r.layers,o=r.basePaths;function s(t){return\"lonaxis\"===t||\"lataxis\"===t}function l(t){return Boolean(w.lineLayers[t])}function c(t){return Boolean(w.fillLayers[t])}var u=(this.hasChoropleth?w.layersForChoropleth:w.layers).filter((function(t){return l(t)||c(t)?e[\"show\"+t]:!s(t)||e[t].showgrid})),p=r.framework.selectAll(\".layer\").data(u,String);p.exit().each((function(t){delete a[t],delete o[t],n.select(this).remove()})),p.enter().append(\"g\").attr(\"class\",(function(t){return\"layer \"+t})).each((function(t){var e=a[t]=n.select(this);\"bg\"===t?r.bgRect=e.append(\"rect\").style(\"pointer-events\",\"all\"):s(t)?o[t]=e.append(\"path\").style(\"fill\",\"none\"):\"backplot\"===t?e.append(\"g\").classed(\"choroplethlayer\",!0):\"frontplot\"===t?e.append(\"g\").classed(\"scatterlayer\",!0):l(t)?o[t]=e.append(\"path\").style(\"fill\",\"none\").style(\"stroke-miterlimit\",2):c(t)&&(o[t]=e.append(\"path\").style(\"stroke\",\"none\"))})),p.order(),p.each((function(r){var n=o[r],a=w.layerNameToAdjective[r];\"frame\"===r?n.datum(w.sphereSVG):l(r)||c(r)?n.datum(A(i,i.objects[r])):s(r)&&n.datum(function(t,e,r){var n,i,a,o=e[t],s=w.scopeDefaults[e.scope];\"lonaxis\"===t?(n=s.lonaxisRange,i=s.lataxisRange,a=function(t,e){return[t,e]}):\"lataxis\"===t&&(n=s.lataxisRange,i=s.lonaxisRange,a=function(t,e){return[e,t]});var l={type:\"linear\",range:[n[0],n[1]-1e-6],tick0:o.tick0,dtick:o.dtick};g.setConvert(l,r);var c=g.calcTicks(l);e.isScoped||\"lonaxis\"!==t||c.pop();for(var u=c.length,f=new Array(u),h=0;h<u;h++)for(var p=c[h].x,d=f[h]=[],m=i[0];m<i[1]+2.5;m+=2.5)d.push(a(p,m));return{type:\"MultiLineString\",coordinates:f}}(r,e,t)).call(f.stroke,e[r].gridcolor).call(h.dashLine,\"\",e[r].gridwidth),l(r)?n.call(f.stroke,e[a+\"color\"]).call(h.dashLine,\"\",e[a+\"width\"]):c(r)&&n.call(f.fill,e[a+\"color\"])}))},S.updateDims=function(t,e){var r=this.bounds,n=(e.framewidth||0)/2,i=r[0][0]-n,a=r[0][1]-n,o=r[1][0]-i+n,s=r[1][1]-a+n;h.setRect(this.clipRect,i,a,o,s),this.bgRect.call(h.setRect,i,a,o,s).call(f.fill,e.bgcolor),this.xaxis._offset=i,this.xaxis._length=o,this.yaxis._offset=a,this.yaxis._length=s},S.updateFx=function(t,e){var r=this,i=r.graphDiv,a=r.bgRect,o=t.dragmode,s=t.clickmode;if(!r.isStatic){var u;\"select\"===o?u=function(t,e){(t.range={})[r.id]=[h([e.xmin,e.ymin]),h([e.xmax,e.ymax])]}:\"lasso\"===o&&(u=function(t,e,n){(t.lassoPoints={})[r.id]=n.filtered.map(h)});var f={element:r.bgRect.node(),gd:i,plotinfo:{id:r.id,xaxis:r.xaxis,yaxis:r.yaxis,fillRangeItems:u},xaxes:[r.xaxis],yaxes:[r.yaxis],subplot:r.id,clickFn:function(t){2===t&&x(i)}};\"pan\"===o?(a.node().onmousedown=null,a.call(_(r,e)),a.on(\"dblclick.zoom\",(function(){var t=r.viewInitial,e={};for(var n in 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v=n/(f[2]-f[0])*(l[2]-l[0])+l[0],y=i/(f[3]-f[1])*(l[3]-l[1])+l[1];c.boxInited||(c.boxStart[0]=v,c.boxStart[1]=y,c.dragStart[0]=n,c.dragStart[1]=i),c.boxEnd[0]=v,c.boxEnd[1]=y,c.boxInited=!0,c.boxEnabled||c.boxStart[0]===c.boxEnd[0]&&c.boxStart[1]===c.boxEnd[1]||(c.boxEnabled=!0);var x=Math.abs(c.dragStart[0]-n)<g,b=Math.abs(c.dragStart[1]-i)<g;if(!function(){for(var e=t.graphDiv._fullLayout._axisConstraintGroups,r=t.xaxis._id,n=t.yaxis._id,i=0;i<e.length;i++)if(-1!==e[i][r]){if(-1!==e[i][n])return!0;break}return!1}()||x&&b)x&&(c.boxEnd[0]=c.boxStart[0]),b&&(c.boxEnd[1]=c.boxStart[1]);else{a=c.boxEnd[0]-c.boxStart[0],s=c.boxEnd[1]-c.boxStart[1];var _=(l[3]-l[1])/(l[2]-l[0]);Math.abs(a*_)>Math.abs(s)?(c.boxEnd[1]=c.boxStart[1]+Math.abs(a)*_*(s>=0?1:-1),c.boxEnd[1]<l[1]?(c.boxEnd[1]=l[1],c.boxEnd[0]=c.boxStart[0]+(l[1]-c.boxStart[1])/Math.abs(_)):c.boxEnd[1]>l[3]&&(c.boxEnd[1]=l[3],c.boxEnd[0]=c.boxStart[0]+(l[3]-c.boxStart[1])/Math.abs(_))):(c.boxEnd[0]=c.boxStart[0]+Math.abs(s)/_*(a>=0?1:-1),c.boxEnd[0]<l[0]?(c.boxEnd[0]=l[0],c.boxEnd[1]=c.boxStart[1]+(l[0]-c.boxStart[0])*Math.abs(_)):c.boxEnd[0]>l[2]&&(c.boxEnd[0]=l[2],c.boxEnd[1]=c.boxStart[1]+(l[2]-c.boxStart[0])*Math.abs(_)))}}else c.boxEnabled?(a=c.boxStart[0]!==c.boxEnd[0],s=c.boxStart[1]!==c.boxEnd[1],a||s?(a&&(m(0,c.boxStart[0],c.boxEnd[0]),t.xaxis.autorange=!1),s&&(m(1,c.boxStart[1],c.boxEnd[1]),t.yaxis.autorange=!1),t.relayoutCallback()):t.glplot.setDirty(),c.boxEnabled=!1,c.boxInited=!1):c.boxInited&&(c.boxInited=!1);break;case\"pan\":c.boxEnabled=!1,c.boxInited=!1,e?(c.panning||(c.dragStart[0]=n,c.dragStart[1]=i),Math.abs(c.dragStart[0]-n)<d&&(n=c.dragStart[0]),Math.abs(c.dragStart[1]-i)<d&&(i=c.dragStart[1]),a=(h-n)*(l[2]-l[0])/(r.viewBox[2]-r.viewBox[0]),s=(p-i)*(l[3]-l[1])/(r.viewBox[3]-r.viewBox[1]),l[0]+=a,l[2]+=a,l[1]+=s,l[3]+=s,t.setRanges(l),c.panning=!0,c.lastInputTime=Date.now(),u(),t.cameraChanged(),t.handleAnnotations()):c.panning&&(c.panning=!1,t.relayoutCallback())}c.lastPos[0]=n,c.lastPos[1]=i}return c.mouseListener=n(e,f),e.addEventListener(\"touchstart\",(function(t){var r=a(t.changedTouches[0],e);f(0,r[0],r[1]),f(1,r[0],r[1]),t.preventDefault()}),!!s&&{passive:!1}),e.addEventListener(\"touchmove\",(function(t){t.preventDefault();var r=a(t.changedTouches[0],e);f(1,r[0],r[1]),t.preventDefault()}),!!s&&{passive:!1}),e.addEventListener(\"touchend\",(function(t){f(0,c.lastPos[0],c.lastPos[1]),t.preventDefault()}),!!s&&{passive:!1}),c.wheelListener=i(e,(function(e,n){if(!t.scrollZoom)return!1;var i=t.calcDataBox(),a=r.viewBox,o=c.lastPos[0],s=c.lastPos[1],l=Math.exp(5*n/(a[3]-a[1])),f=o/(a[2]-a[0])*(i[2]-i[0])+i[0],h=s/(a[3]-a[1])*(i[3]-i[1])+i[1];return i[0]=(i[0]-f)*l+f,i[2]=(i[2]-f)*l+f,i[1]=(i[1]-h)*l+h,i[3]=(i[3]-h)*l+h,t.setRanges(i),c.lastInputTime=Date.now(),u(),t.cameraChanged(),t.handleAnnotations(),t.relayoutCallback(),!0}),!0),c}},{\"../cartesian/constants\":561,\"has-passive-events\":229,\"mouse-change\":241,\"mouse-event-offset\":242,\"mouse-wheel\":244}],595:[function(t,e,r){\"use strict\";var n=t(\"../cartesian/axes\"),i=t(\"../../lib/str2rgbarray\");function a(t){this.scene=t,this.gl=t.gl,this.pixelRatio=t.pixelRatio,this.screenBox=[0,0,1,1],this.viewBox=[0,0,1,1],this.dataBox=[-1,-1,1,1],this.borderLineEnable=[!1,!1,!1,!1],this.borderLineWidth=[1,1,1,1],this.borderLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.ticks=[[],[]],this.tickEnable=[!0,!0,!1,!1],this.tickPad=[15,15,15,15],this.tickAngle=[0,0,0,0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickMarkLength=[0,0,0,0],this.tickMarkWidth=[0,0,0,0],this.tickMarkColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labels=[\"x\",\"y\"],this.labelEnable=[!0,!0,!1,!1],this.labelAngle=[0,Math.PI/2,0,3*Math.PI/2],this.labelPad=[15,15,15,15],this.labelSize=[12,12],this.labelFont=[\"sans-serif\",\"sans-serif\"],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.title=\"\",this.titleEnable=!0,this.titleCenter=[0,0,0,0],this.titleAngle=0,this.titleColor=[0,0,0,1],this.titleFont=\"sans-serif\",this.titleSize=18,this.gridLineEnable=[!0,!0],this.gridLineColor=[[0,0,0,.5],[0,0,0,.5]],this.gridLineWidth=[1,1],this.zeroLineEnable=[!0,!0],this.zeroLineWidth=[1,1],this.zeroLineColor=[[0,0,0,1],[0,0,0,1]],this.borderColor=[0,0,0,0],this.backgroundColor=[0,0,0,0],this.static=this.scene.staticPlot}var o=a.prototype,s=[\"xaxis\",\"yaxis\"];o.merge=function(t){var e,r,n,a,o,l,c,u,f,h,p;for(this.titleEnable=!1,this.backgroundColor=i(t.plot_bgcolor),h=0;h<2;++h){var d=(e=s[h]).charAt(0);for(n=(r=t[this.scene[e]._name]).title.text===this.scene.fullLayout._dfltTitle[d]?\"\":r.title.text,p=0;p<=2;p+=2)this.labelEnable[h+p]=!1,this.labels[h+p]=n,this.labelColor[h+p]=i(r.title.font.color),this.labelFont[h+p]=r.title.font.family,this.labelSize[h+p]=r.title.font.size,this.labelPad[h+p]=this.getLabelPad(e,r),this.tickEnable[h+p]=!1,this.tickColor[h+p]=i((r.tickfont||{}).color),this.tickAngle[h+p]=\"auto\"===r.tickangle?0:Math.PI*-r.tickangle/180,this.tickPad[h+p]=this.getTickPad(r),this.tickMarkLength[h+p]=0,this.tickMarkWidth[h+p]=r.tickwidth||0,this.tickMarkColor[h+p]=i(r.tickcolor),this.borderLineEnable[h+p]=!1,this.borderLineColor[h+p]=i(r.linecolor),this.borderLineWidth[h+p]=r.linewidth||0;c=this.hasSharedAxis(r),o=this.hasAxisInDfltPos(e,r)&&!c,l=this.hasAxisInAltrPos(e,r)&&!c,a=r.mirror||!1,u=c?-1!==String(a).indexOf(\"all\"):!!a,f=c?\"allticks\"===a:-1!==String(a).indexOf(\"ticks\"),o?this.labelEnable[h]=!0:l&&(this.labelEnable[h+2]=!0),o?this.tickEnable[h]=r.showticklabels:l&&(this.tickEnable[h+2]=r.showticklabels),(o||u)&&(this.borderLineEnable[h]=r.showline),(l||u)&&(this.borderLineEnable[h+2]=r.showline),(o||f)&&(this.tickMarkLength[h]=this.getTickMarkLength(r)),(l||f)&&(this.tickMarkLength[h+2]=this.getTickMarkLength(r)),this.gridLineEnable[h]=r.showgrid,this.gridLineColor[h]=i(r.gridcolor),this.gridLineWidth[h]=r.gridwidth,this.zeroLineEnable[h]=r.zeroline,this.zeroLineColor[h]=i(r.zerolinecolor),this.zeroLineWidth[h]=r.zerolinewidth}},o.hasSharedAxis=function(t){var e=this.scene,r=e.fullLayout._subplots.gl2d;return 0!==n.findSubplotsWithAxis(r,t).indexOf(e.id)},o.hasAxisInDfltPos=function(t,e){var r=e.side;return\"xaxis\"===t?\"bottom\"===r:\"yaxis\"===t?\"left\"===r:void 0},o.hasAxisInAltrPos=function(t,e){var r=e.side;return\"xaxis\"===t?\"top\"===r:\"yaxis\"===t?\"right\"===r:void 0},o.getLabelPad=function(t,e){var r=e.title.font.size,n=e.showticklabels;return\"xaxis\"===t?\"top\"===e.side?r*(1.5+(n?1:0))-10:r*(1.5+(n?.5:0))-10:\"yaxis\"===t?\"right\"===e.side?10+r*(1.5+(n?1:.5)):10+r*(1.5+(n?.5:0)):void 0},o.getTickPad=function(t){return\"outside\"===t.ticks?10+t.ticklen:15},o.getTickMarkLength=function(t){if(!t.ticks)return 0;var e=t.ticklen;return\"inside\"===t.ticks?-e:e},e.exports=function(t){return new a(t)}},{\"../../lib/str2rgbarray\":528,\"../cartesian/axes\":554}],596:[function(t,e,r){\"use strict\";var n=t(\"../../plot_api/edit_types\").overrideAll,i=t(\"./scene2d\"),a=t(\"../layout_attributes\"),o=t(\"../../constants/xmlns_namespaces\"),s=t(\"../cartesian/constants\"),l=t(\"../cartesian\"),c=t(\"../../components/fx/layout_attributes\"),u=t(\"../get_data\").getSubplotData;r.name=\"gl2d\",r.attr=[\"xaxis\",\"yaxis\"],r.idRoot=[\"x\",\"y\"],r.idRegex=s.idRegex,r.attrRegex=s.attrRegex,r.attributes=t(\"../cartesian/attributes\"),r.supplyLayoutDefaults=function(t,e,r){e._has(\"cartesian\")||l.supplyLayoutDefaults(t,e,r)},r.layoutAttrOverrides=n(l.layoutAttributes,\"plot\",\"from-root\"),r.baseLayoutAttrOverrides=n({plot_bgcolor:a.plot_bgcolor,hoverlabel:c.hoverlabel},\"plot\",\"nested\"),r.plot=function(t){for(var e=t._fullLayout,r=t._fullData,n=e._subplots.gl2d,a=0;a<n.length;a++){var o=n[a],s=e._plots[o],l=u(r,\"gl2d\",o),c=s._scene2d;void 0===c&&(c=new i({id:o,graphDiv:t,container:t.querySelector(\".gl-container\"),staticPlot:t._context.staticPlot,plotGlPixelRatio:t._context.plotGlPixelRatio},e),s._scene2d=c),c.plot(l,t.calcdata,e,t.layout)}},r.clean=function(t,e,r,n){for(var i=n._subplots.gl2d||[],a=0;a<i.length;a++){var o=i[a],s=n._plots[o];if(s._scene2d){var c=u(t,\"gl2d\",o);0===c.length&&(s._scene2d.destroy(),delete n._plots[o])}}l.clean.apply(this,arguments)},r.drawFramework=function(t){t._context.staticPlot||l.drawFramework(t)},r.toSVG=function(t){for(var e=t._fullLayout,r=e._subplots.gl2d,n=0;n<r.length;n++){var i=e._plots[r[n]]._scene2d,a=i.toImage(\"png\");e._glimages.append(\"svg:image\").attr({xmlns:o.svg,\"xlink:href\":a,x:0,y:0,width:\"100%\",height:\"100%\",preserveAspectRatio:\"none\"}),i.destroy()}},r.updateFx=function(t){for(var e=t._fullLayout,r=e._subplots.gl2d,n=0;n<r.length;n++){e._plots[r[n]]._scene2d.updateFx(e.dragmode)}}},{\"../../components/fx/layout_attributes\":407,\"../../constants/xmlns_namespaces\":480,\"../../plot_api/edit_types\":536,\"../cartesian\":568,\"../cartesian/attributes\":552,\"../cartesian/constants\":561,\"../get_data\":593,\"../layout_attributes\":610,\"./scene2d\":597}],597:[function(t,e,r){\"use strict\";var n,i,a=t(\"../../registry\"),o=t(\"../../plots/cartesian/axes\"),s=t(\"../../components/fx\"),l=t(\"../../../stackgl_modules\").gl_plot2d,c=t(\"../../../stackgl_modules\").gl_spikes2d,u=t(\"../../../stackgl_modules\").gl_select_box,f=t(\"webgl-context\"),h=t(\"./convert\"),p=t(\"./camera\"),d=t(\"../../lib/show_no_webgl_msg\"),g=t(\"../cartesian/constraints\"),m=g.enforce,v=g.clean,y=t(\"../cartesian/autorange\").doAutoRange,x=t(\"../../components/dragelement/helpers\"),b=x.drawMode,_=x.selectMode,w=[\"xaxis\",\"yaxis\"],T=t(\"../cartesian/constants\").SUBPLOT_PATTERN;function k(t,e){this.container=t.container,this.graphDiv=t.graphDiv,this.pixelRatio=t.plotGlPixelRatio||window.devicePixelRatio,this.id=t.id,this.staticPlot=!!t.staticPlot,this.scrollZoom=this.graphDiv._context._scrollZoom.cartesian,this.fullData=null,this.updateRefs(e),this.makeFramework(),this.stopped||(this.glplotOptions=h(this),this.glplotOptions.merge(e),this.glplot=l(this.glplotOptions),this.camera=p(this),this.traces={},this.spikes=c(this.glplot),this.selectBox=u(this.glplot,{innerFill:!1,outerFill:!0}),this.lastButtonState=0,this.pickResult=null,this.isMouseOver=!0,this.stopped=!1,this.redraw=this.draw.bind(this),this.redraw())}e.exports=k;var A=k.prototype;A.makeFramework=function(){if(this.staticPlot){if(!(i||(n=document.createElement(\"canvas\"),i=f({canvas:n,preserveDrawingBuffer:!1,premultipliedAlpha:!0,antialias:!0}))))throw new Error(\"Error creating static canvas/context for image server\");this.canvas=n,this.gl=i}else{var t=this.container.querySelector(\".gl-canvas-focus\"),e=f({canvas:t,preserveDrawingBuffer:!0,premultipliedAlpha:!0});if(!e)return d(this),void(this.stopped=!0);this.canvas=t,this.gl=e}var r=this.canvas;r.style.width=\"100%\",r.style.height=\"100%\",r.style.position=\"absolute\",r.style.top=\"0px\",r.style.left=\"0px\",r.style[\"pointer-events\"]=\"none\",this.updateSize(r);var a=this.svgContainer=document.createElementNS(\"http://www.w3.org/2000/svg\",\"svg\");a.style.position=\"absolute\",a.style.top=a.style.left=\"0px\",a.style.width=a.style.height=\"100%\",a.style[\"z-index\"]=20,a.style[\"pointer-events\"]=\"none\";var o=this.mouseContainer=document.createElement(\"div\");o.style.position=\"absolute\",o.style[\"pointer-events\"]=\"auto\",this.pickCanvas=this.container.querySelector(\".gl-canvas-pick\");var s=this.container;s.appendChild(a),s.appendChild(o);var l=this;o.addEventListener(\"mouseout\",(function(){l.isMouseOver=!1,l.unhover()})),o.addEventListener(\"mouseover\",(function(){l.isMouseOver=!0}))},A.toImage=function(t){t||(t=\"png\"),this.stopped=!0,this.staticPlot&&this.container.appendChild(n),this.updateSize(this.canvas);var e=this.glplot.gl,r=e.drawingBufferWidth,i=e.drawingBufferHeight;e.clearColor(1,1,1,0),e.clear(e.COLOR_BUFFER_BIT|e.DEPTH_BUFFER_BIT),this.glplot.setDirty(),this.glplot.draw(),e.bindFramebuffer(e.FRAMEBUFFER,null);var a=new Uint8Array(r*i*4);e.readPixels(0,0,r,i,e.RGBA,e.UNSIGNED_BYTE,a);for(var o=0,s=i-1;o<s;++o,--s)for(var l=0;l<r;++l)for(var c=0;c<4;++c){var u=a[4*(r*o+l)+c];a[4*(r*o+l)+c]=a[4*(r*s+l)+c],a[4*(r*s+l)+c]=u}var f=document.createElement(\"canvas\");f.width=r,f.height=i;var h,p=f.getContext(\"2d\"),d=p.createImageData(r,i);switch(d.data.set(a),p.putImageData(d,0,0),t){case\"jpeg\":h=f.toDataURL(\"image/jpeg\");break;case\"webp\":h=f.toDataURL(\"image/webp\");break;default:h=f.toDataURL(\"image/png\")}return this.staticPlot&&this.container.removeChild(n),h},A.updateSize=function(t){t||(t=this.canvas);var e=this.pixelRatio,r=this.fullLayout,n=r.width,i=r.height,a=0|Math.ceil(e*n),o=0|Math.ceil(e*i);return t.width===a&&t.height===o||(t.width=a,t.height=o),t},A.computeTickMarks=function(){this.xaxis.setScale(),this.yaxis.setScale();for(var t=[o.calcTicks(this.xaxis),o.calcTicks(this.yaxis)],e=0;e<2;++e)for(var r=0;r<t[e].length;++r)t[e][r].text=t[e][r].text+\"\";return t},A.updateRefs=function(t){this.fullLayout=t;var e=this.id.match(T),r=\"xaxis\"+e[1],n=\"yaxis\"+e[2];this.xaxis=this.fullLayout[r],this.yaxis=this.fullLayout[n]},A.relayoutCallback=function(){var t=this.graphDiv,e=this.xaxis,r=this.yaxis,n=t.layout,i={},o=i[e._name+\".range\"]=e.range.slice(),s=i[r._name+\".range\"]=r.range.slice();i[e._name+\".autorange\"]=e.autorange,i[r._name+\".autorange\"]=r.autorange,a.call(\"_storeDirectGUIEdit\",t.layout,t._fullLayout._preGUI,i);var l=n[e._name];l.range=o,l.autorange=e.autorange;var c=n[r._name];c.range=s,c.autorange=r.autorange,i.lastInputTime=this.camera.lastInputTime,t.emit(\"plotly_relayout\",i)},A.cameraChanged=function(){var t=this.camera;this.glplot.setDataBox(this.calcDataBox());var e=this.computeTickMarks();(function(t,e){for(var r=0;r<2;++r){var n=t[r],i=e[r];if(n.length!==i.length)return!0;for(var a=0;a<n.length;++a)if(n[a].x!==i[a].x)return!0}return!1})(e,this.glplotOptions.ticks)&&(this.glplotOptions.ticks=e,this.glplotOptions.dataBox=t.dataBox,this.glplot.update(this.glplotOptions),this.handleAnnotations())},A.handleAnnotations=function(){for(var t=this.graphDiv,e=this.fullLayout.annotations,r=0;r<e.length;r++){var n=e[r];n.xref===this.xaxis._id&&n.yref===this.yaxis._id&&a.getComponentMethod(\"annotations\",\"drawOne\")(t,r)}},A.destroy=function(){if(this.glplot){var t=this.traces;t&&Object.keys(t).map((function(e){t[e].dispose(),delete t[e]})),this.glplot.dispose(),this.container.removeChild(this.svgContainer),this.container.removeChild(this.mouseContainer),this.fullData=null,this.glplot=null,this.stopped=!0,this.camera.mouseListener.enabled=!1,this.mouseContainer.removeEventListener(\"wheel\",this.camera.wheelListener),this.camera=null}},A.plot=function(t,e,r){var n=this.glplot;this.updateRefs(r),this.xaxis.clearCalc(),this.yaxis.clearCalc(),this.updateTraces(t,e),this.updateFx(r.dragmode);var i=r.width,a=r.height;this.updateSize(this.canvas);var o=this.glplotOptions;o.merge(r),o.screenBox=[0,0,i,a];var s={_fullLayout:{_axisConstraintGroups:r._axisConstraintGroups,xaxis:this.xaxis,yaxis:this.yaxis,_size:r._size}};v(s,this.xaxis),v(s,this.yaxis);var l,c,u=r._size,f=this.xaxis.domain,h=this.yaxis.domain;for(o.viewBox=[u.l+f[0]*u.w,u.b+h[0]*u.h,i-u.r-(1-f[1])*u.w,a-u.t-(1-h[1])*u.h],this.mouseContainer.style.width=u.w*(f[1]-f[0])+\"px\",this.mouseContainer.style.height=u.h*(h[1]-h[0])+\"px\",this.mouseContainer.height=u.h*(h[1]-h[0]),this.mouseContainer.style.left=u.l+f[0]*u.w+\"px\",this.mouseContainer.style.top=u.t+(1-h[1])*u.h+\"px\",c=0;c<2;++c)(l=this[w[c]])._length=o.viewBox[c+2]-o.viewBox[c],y(this.graphDiv,l),l.setScale();m(s),o.ticks=this.computeTickMarks(),o.dataBox=this.calcDataBox(),o.merge(r),n.update(o),this.glplot.draw()},A.calcDataBox=function(){var t=this.xaxis,e=this.yaxis,r=t.range,n=e.range,i=t.r2l,a=e.r2l;return[i(r[0]),a(n[0]),i(r[1]),a(n[1])]},A.setRanges=function(t){var e=this.xaxis,r=this.yaxis,n=e.l2r,i=r.l2r;e.range=[n(t[0]),n(t[2])],r.range=[i(t[1]),i(t[3])]},A.updateTraces=function(t,e){var r,n,i,a=Object.keys(this.traces);this.fullData=t;t:for(r=0;r<a.length;r++){var o=a[r],s=this.traces[o];for(n=0;n<t.length;n++)if((i=t[n]).uid===o&&i.type===s.type)continue t;s.dispose(),delete this.traces[o]}for(r=0;r<t.length;r++){i=t[r];var l=e[r],c=this.traces[i.uid];c?c.update(i,l):(c=i._module.plot(this,i,l),this.traces[i.uid]=c)}this.glplot.objects.sort((function(t,e){return t._trace.index-e._trace.index}))},A.updateFx=function(t){_(t)||b(t)?(this.pickCanvas.style[\"pointer-events\"]=\"none\",this.mouseContainer.style[\"pointer-events\"]=\"none\"):(this.pickCanvas.style[\"pointer-events\"]=\"auto\",this.mouseContainer.style[\"pointer-events\"]=\"auto\"),this.mouseContainer.style.cursor=\"pan\"===t?\"move\":\"zoom\"===t?\"crosshair\":null},A.emitPointAction=function(t,e){for(var r,n=t.trace.uid,i=t.pointIndex,a=0;a<this.fullData.length;a++)this.fullData[a].uid===n&&(r=this.fullData[a]);var o={x:t.traceCoord[0],y:t.traceCoord[1],curveNumber:r.index,pointNumber:i,data:r._input,fullData:this.fullData,xaxis:this.xaxis,yaxis:this.yaxis};s.appendArrayPointValue(o,r,i),this.graphDiv.emit(e,{points:[o]})},A.draw=function(){if(!this.stopped){requestAnimationFrame(this.redraw);var t=this.glplot,e=this.camera,r=e.mouseListener,n=1===this.lastButtonState&&0===r.buttons,i=this.fullLayout;this.lastButtonState=r.buttons,this.cameraChanged();var a,o=r.x*t.pixelRatio,l=this.canvas.height-t.pixelRatio*r.y;if(e.boxEnabled&&\"zoom\"===i.dragmode){this.selectBox.enabled=!0;for(var c=this.selectBox.selectBox=[Math.min(e.boxStart[0],e.boxEnd[0]),Math.min(e.boxStart[1],e.boxEnd[1]),Math.max(e.boxStart[0],e.boxEnd[0]),Math.max(e.boxStart[1],e.boxEnd[1])],u=0;u<2;u++)e.boxStart[u]===e.boxEnd[u]&&(c[u]=t.dataBox[u],c[u+2]=t.dataBox[u+2]);t.setDirty()}else if(!e.panning&&this.isMouseOver){this.selectBox.enabled=!1;var f=i._size,h=this.xaxis.domain,p=this.yaxis.domain,d=(a=t.pick(o/t.pixelRatio+f.l+h[0]*f.w,l/t.pixelRatio-(f.t+(1-p[1])*f.h)))&&a.object._trace.handlePick(a);if(d&&n&&this.emitPointAction(d,\"plotly_click\"),a&&\"skip\"!==a.object._trace.hoverinfo&&i.hovermode&&d&&(!this.lastPickResult||this.lastPickResult.traceUid!==d.trace.uid||this.lastPickResult.dataCoord[0]!==d.dataCoord[0]||this.lastPickResult.dataCoord[1]!==d.dataCoord[1])){var g=d;this.lastPickResult={traceUid:d.trace?d.trace.uid:null,dataCoord:d.dataCoord.slice()},this.spikes.update({center:a.dataCoord}),g.screenCoord=[((t.viewBox[2]-t.viewBox[0])*(a.dataCoord[0]-t.dataBox[0])/(t.dataBox[2]-t.dataBox[0])+t.viewBox[0])/t.pixelRatio,(this.canvas.height-(t.viewBox[3]-t.viewBox[1])*(a.dataCoord[1]-t.dataBox[1])/(t.dataBox[3]-t.dataBox[1])-t.viewBox[1])/t.pixelRatio],this.emitPointAction(d,\"plotly_hover\");var m=this.fullData[g.trace.index]||{},v=g.pointIndex,y=s.castHoverinfo(m,i,v);if(y&&\"all\"!==y){var x=y.split(\"+\");-1===x.indexOf(\"x\")&&(g.traceCoord[0]=void 0),-1===x.indexOf(\"y\")&&(g.traceCoord[1]=void 0),-1===x.indexOf(\"z\")&&(g.traceCoord[2]=void 0),-1===x.indexOf(\"text\")&&(g.textLabel=void 0),-1===x.indexOf(\"name\")&&(g.name=void 0)}s.loneHover({x:g.screenCoord[0],y:g.screenCoord[1],xLabel:this.hoverFormatter(\"xaxis\",g.traceCoord[0]),yLabel:this.hoverFormatter(\"yaxis\",g.traceCoord[1]),zLabel:g.traceCoord[2],text:g.textLabel,name:g.name,color:s.castHoverOption(m,v,\"bgcolor\")||g.color,borderColor:s.castHoverOption(m,v,\"bordercolor\"),fontFamily:s.castHoverOption(m,v,\"font.family\"),fontSize:s.castHoverOption(m,v,\"font.size\"),fontColor:s.castHoverOption(m,v,\"font.color\"),nameLength:s.castHoverOption(m,v,\"namelength\"),textAlign:s.castHoverOption(m,v,\"align\")},{container:this.svgContainer,gd:this.graphDiv})}}a||this.unhover(),t.draw()}},A.unhover=function(){this.lastPickResult&&(this.spikes.update({}),this.lastPickResult=null,this.graphDiv.emit(\"plotly_unhover\"),s.loneUnhover(this.svgContainer))},A.hoverFormatter=function(t,e){if(void 0!==e){var r=this[t];return o.tickText(r,r.c2l(e),\"hover\").text}}},{\"../../../stackgl_modules\":1120,\"../../components/dragelement/helpers\":384,\"../../components/fx\":406,\"../../lib/show_no_webgl_msg\":525,\"../../plots/cartesian/axes\":554,\"../../registry\":638,\"../cartesian/autorange\":553,\"../cartesian/constants\":561,\"../cartesian/constraints\":562,\"./camera\":594,\"./convert\":595,\"webgl-context\":331}],598:[function(t,e,r){\"use strict\";var n=t(\"../../plot_api/edit_types\").overrideAll,i=t(\"../../components/fx/layout_attributes\"),a=t(\"./scene\"),o=t(\"../get_data\").getSubplotData,s=t(\"../../lib\"),l=t(\"../../constants/xmlns_namespaces\");r.name=\"gl3d\",r.attr=\"scene\",r.idRoot=\"scene\",r.idRegex=r.attrRegex=s.counterRegex(\"scene\"),r.attributes=t(\"./layout/attributes\"),r.layoutAttributes=t(\"./layout/layout_attributes\"),r.baseLayoutAttrOverrides=n({hoverlabel:i.hoverlabel},\"plot\",\"nested\"),r.supplyLayoutDefaults=t(\"./layout/defaults\"),r.plot=function(t){for(var e=t._fullLayout,r=t._fullData,n=e._subplots.gl3d,i=0;i<n.length;i++){var s=n[i],l=o(r,\"gl3d\",s),c=e[s],u=c.camera,f=c._scene;f||(f=new a({id:s,graphDiv:t,container:t.querySelector(\".gl-container\"),staticPlot:t._context.staticPlot,plotGlPixelRatio:t._context.plotGlPixelRatio,camera:u},e),c._scene=f),f.viewInitial||(f.viewInitial={up:{x:u.up.x,y:u.up.y,z:u.up.z},eye:{x:u.eye.x,y:u.eye.y,z:u.eye.z},center:{x:u.center.x,y:u.center.y,z:u.center.z}}),f.plot(l,e,t.layout)}},r.clean=function(t,e,r,n){for(var i=n._subplots.gl3d||[],a=0;a<i.length;a++){var o=i[a];!e[o]&&n[o]._scene&&(n[o]._scene.destroy(),n._infolayer&&n._infolayer.selectAll(\".annotation-\"+o).remove())}},r.toSVG=function(t){for(var e=t._fullLayout,r=e._subplots.gl3d,n=e._size,i=0;i<r.length;i++){var a=e[r[i]],o=a.domain,s=a._scene,c=s.toImage(\"png\");e._glimages.append(\"svg:image\").attr({xmlns:l.svg,\"xlink:href\":c,x:n.l+n.w*o.x[0],y:n.t+n.h*(1-o.y[1]),width:n.w*(o.x[1]-o.x[0]),height:n.h*(o.y[1]-o.y[0]),preserveAspectRatio:\"none\"}),s.destroy()}},r.cleanId=function(t){if(t.match(/^scene[0-9]*$/)){var e=t.substr(5);return\"1\"===e&&(e=\"\"),\"scene\"+e}},r.updateFx=function(t){for(var e=t._fullLayout,r=e._subplots.gl3d,n=0;n<r.length;n++){e[r[n]]._scene.updateFx(e.dragmode,e.hovermode)}}},{\"../../components/fx/layout_attributes\":407,\"../../constants/xmlns_namespaces\":480,\"../../lib\":503,\"../../plot_api/edit_types\":536,\"../get_data\":593,\"./layout/attributes\":599,\"./layout/defaults\":603,\"./layout/layout_attributes\":604,\"./scene\":608}],599:[function(t,e,r){\"use strict\";e.exports={scene:{valType:\"subplotid\",dflt:\"scene\",editType:\"calc+clearAxisTypes\"}}},{}],600:[function(t,e,r){\"use strict\";var n=t(\"../../../components/color\"),i=t(\"../../cartesian/layout_attributes\"),a=t(\"../../../lib/extend\").extendFlat,o=t(\"../../../plot_api/edit_types\").overrideAll;e.exports=o({visible:i.visible,showspikes:{valType:\"boolean\",dflt:!0},spikesides:{valType:\"boolean\",dflt:!0},spikethickness:{valType:\"number\",min:0,dflt:2},spikecolor:{valType:\"color\",dflt:n.defaultLine},showbackground:{valType:\"boolean\",dflt:!1},backgroundcolor:{valType:\"color\",dflt:\"rgba(204, 204, 204, 0.5)\"},showaxeslabels:{valType:\"boolean\",dflt:!0},color:i.color,categoryorder:i.categoryorder,categoryarray:i.categoryarray,title:{text:i.title.text,font:i.title.font},type:a({},i.type,{values:[\"-\",\"linear\",\"log\",\"date\",\"category\"]}),autotypenumbers:i.autotypenumbers,autorange:i.autorange,rangemode:i.rangemode,range:a({},i.range,{items:[{valType:\"any\",editType:\"plot\",impliedEdits:{\"^autorange\":!1}},{valType:\"any\",editType:\"plot\",impliedEdits:{\"^autorange\":!1}}],anim:!1}),tickmode:i.tickmode,nticks:i.nticks,tick0:i.tick0,dtick:i.dtick,tickvals:i.tickvals,ticktext:i.ticktext,ticks:i.ticks,mirror:i.mirror,ticklen:i.ticklen,tickwidth:i.tickwidth,tickcolor:i.tickcolor,showticklabels:i.showticklabels,tickfont:i.tickfont,tickangle:i.tickangle,tickprefix:i.tickprefix,showtickprefix:i.showtickprefix,ticksuffix:i.ticksuffix,showticksuffix:i.showticksuffix,showexponent:i.showexponent,exponentformat:i.exponentformat,minexponent:i.minexponent,separatethousands:i.separatethousands,tickformat:i.tickformat,tickformatstops:i.tickformatstops,hoverformat:i.hoverformat,showline:i.showline,linecolor:i.linecolor,linewidth:i.linewidth,showgrid:i.showgrid,gridcolor:a({},i.gridcolor,{dflt:\"rgb(204, 204, 204)\"}),gridwidth:i.gridwidth,zeroline:i.zeroline,zerolinecolor:i.zerolinecolor,zerolinewidth:i.zerolinewidth,_deprecated:{title:i._deprecated.title,titlefont:i._deprecated.titlefont}},\"plot\",\"from-root\")},{\"../../../components/color\":366,\"../../../lib/extend\":493,\"../../../plot_api/edit_types\":536,\"../../cartesian/layout_attributes\":569}],601:[function(t,e,r){\"use strict\";var n=t(\"tinycolor2\").mix,i=t(\"../../../lib\"),a=t(\"../../../plot_api/plot_template\"),o=t(\"./axis_attributes\"),s=t(\"../../cartesian/type_defaults\"),l=t(\"../../cartesian/axis_defaults\"),c=[\"xaxis\",\"yaxis\",\"zaxis\"];e.exports=function(t,e,r){var u,f;function h(t,e){return i.coerce(u,f,o,t,e)}for(var p=0;p<c.length;p++){var d=c[p];u=t[d]||{},(f=a.newContainer(e,d))._id=d[0]+r.scene,f._name=d,s(u,f,h,r),l(u,f,h,{font:r.font,letter:d[0],data:r.data,showGrid:!0,noTickson:!0,noTicklabelmode:!0,noTicklabelstep:!0,noTicklabelposition:!0,noTicklabeloverflow:!0,bgColor:r.bgColor,calendar:r.calendar},r.fullLayout),h(\"gridcolor\",n(f.color,r.bgColor,13600/187).toRgbString()),h(\"title.text\",d[0]),f.setScale=i.noop,h(\"showspikes\")&&(h(\"spikesides\"),h(\"spikethickness\"),h(\"spikecolor\",f.color)),h(\"showaxeslabels\"),h(\"showbackground\")&&h(\"backgroundcolor\")}}},{\"../../../lib\":503,\"../../../plot_api/plot_template\":543,\"../../cartesian/axis_defaults\":556,\"../../cartesian/type_defaults\":582,\"./axis_attributes\":600,tinycolor2:312}],602:[function(t,e,r){\"use strict\";var n=t(\"../../../lib/str2rgbarray\"),i=t(\"../../../lib\"),a=[\"xaxis\",\"yaxis\",\"zaxis\"];function o(){this.bounds=[[-10,-10,-10],[10,10,10]],this.ticks=[[],[],[]],this.tickEnable=[!0,!0,!0],this.tickFont=[\"sans-serif\",\"sans-serif\",\"sans-serif\"],this.tickSize=[12,12,12],this.tickAngle=[0,0,0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickPad=[18,18,18],this.labels=[\"x\",\"y\",\"z\"],this.labelEnable=[!0,!0,!0],this.labelFont=[\"Open Sans\",\"Open Sans\",\"Open Sans\"],this.labelSize=[20,20,20],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labelPad=[30,30,30],this.lineEnable=[!0,!0,!0],this.lineMirror=[!1,!1,!1],this.lineWidth=[1,1,1],this.lineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.lineTickEnable=[!0,!0,!0],this.lineTickMirror=[!1,!1,!1],this.lineTickLength=[10,10,10],this.lineTickWidth=[1,1,1],this.lineTickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.gridEnable=[!0,!0,!0],this.gridWidth=[1,1,1],this.gridColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroEnable=[!0,!0,!0],this.zeroLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroLineWidth=[2,2,2],this.backgroundEnable=[!0,!0,!0],this.backgroundColor=[[.8,.8,.8,.5],[.8,.8,.8,.5],[.8,.8,.8,.5]],this._defaultTickPad=this.tickPad.slice(),this._defaultLabelPad=this.labelPad.slice(),this._defaultLineTickLength=this.lineTickLength.slice()}o.prototype.merge=function(t,e){for(var r=0;r<3;++r){var o=e[a[r]];o.visible?(this.labels[r]=t._meta?i.templateString(o.title.text,t._meta):o.title.text,\"font\"in o.title&&(o.title.font.color&&(this.labelColor[r]=n(o.title.font.color)),o.title.font.family&&(this.labelFont[r]=o.title.font.family),o.title.font.size&&(this.labelSize[r]=o.title.font.size)),\"showline\"in o&&(this.lineEnable[r]=o.showline),\"linecolor\"in o&&(this.lineColor[r]=n(o.linecolor)),\"linewidth\"in o&&(this.lineWidth[r]=o.linewidth),\"showgrid\"in o&&(this.gridEnable[r]=o.showgrid),\"gridcolor\"in o&&(this.gridColor[r]=n(o.gridcolor)),\"gridwidth\"in o&&(this.gridWidth[r]=o.gridwidth),\"log\"===o.type?this.zeroEnable[r]=!1:\"zeroline\"in o&&(this.zeroEnable[r]=o.zeroline),\"zerolinecolor\"in o&&(this.zeroLineColor[r]=n(o.zerolinecolor)),\"zerolinewidth\"in o&&(this.zeroLineWidth[r]=o.zerolinewidth),\"ticks\"in o&&o.ticks?this.lineTickEnable[r]=!0:this.lineTickEnable[r]=!1,\"ticklen\"in o&&(this.lineTickLength[r]=this._defaultLineTickLength[r]=o.ticklen),\"tickcolor\"in o&&(this.lineTickColor[r]=n(o.tickcolor)),\"tickwidth\"in o&&(this.lineTickWidth[r]=o.tickwidth),\"tickangle\"in o&&(this.tickAngle[r]=\"auto\"===o.tickangle?-3600:Math.PI*-o.tickangle/180),\"showticklabels\"in o&&(this.tickEnable[r]=o.showticklabels),\"tickfont\"in o&&(o.tickfont.color&&(this.tickColor[r]=n(o.tickfont.color)),o.tickfont.family&&(this.tickFont[r]=o.tickfont.family),o.tickfont.size&&(this.tickSize[r]=o.tickfont.size)),\"mirror\"in o?-1!==[\"ticks\",\"all\",\"allticks\"].indexOf(o.mirror)?(this.lineTickMirror[r]=!0,this.lineMirror[r]=!0):!0===o.mirror?(this.lineTickMirror[r]=!1,this.lineMirror[r]=!0):(this.lineTickMirror[r]=!1,this.lineMirror[r]=!1):this.lineMirror[r]=!1,\"showbackground\"in o&&!1!==o.showbackground?(this.backgroundEnable[r]=!0,this.backgroundColor[r]=n(o.backgroundcolor)):this.backgroundEnable[r]=!1):(this.tickEnable[r]=!1,this.labelEnable[r]=!1,this.lineEnable[r]=!1,this.lineTickEnable[r]=!1,this.gridEnable[r]=!1,this.zeroEnable[r]=!1,this.backgroundEnable[r]=!1)}},e.exports=function(t,e){var r=new o;return r.merge(t,e),r}},{\"../../../lib\":503,\"../../../lib/str2rgbarray\":528}],603:[function(t,e,r){\"use strict\";var n=t(\"../../../lib\"),i=t(\"../../../components/color\"),a=t(\"../../../registry\"),o=t(\"../../subplot_defaults\"),s=t(\"./axis_defaults\"),l=t(\"./layout_attributes\"),c=t(\"../../get_data\").getSubplotData;function u(t,e,r,n){for(var o=r(\"bgcolor\"),l=i.combine(o,n.paper_bgcolor),u=[\"up\",\"center\",\"eye\"],f=0;f<u.length;f++)r(\"camera.\"+u[f]+\".x\"),r(\"camera.\"+u[f]+\".y\"),r(\"camera.\"+u[f]+\".z\");r(\"camera.projection.type\");var h=!!r(\"aspectratio.x\")&&!!r(\"aspectratio.y\")&&!!r(\"aspectratio.z\"),p=r(\"aspectmode\",h?\"manual\":\"auto\");h||(t.aspectratio=e.aspectratio={x:1,y:1,z:1},\"manual\"===p&&(e.aspectmode=\"auto\"),t.aspectmode=e.aspectmode);var d=c(n.fullData,\"gl3d\",n.id);s(t,e,{font:n.font,scene:n.id,data:d,bgColor:l,calendar:n.calendar,autotypenumbersDflt:n.autotypenumbersDflt,fullLayout:n.fullLayout}),a.getComponentMethod(\"annotations3d\",\"handleDefaults\")(t,e,n);var g=n.getDfltFromLayout(\"dragmode\");if(!1!==g&&!g)if(g=\"orbit\",t.camera&&t.camera.up){var m=t.camera.up.x,v=t.camera.up.y,y=t.camera.up.z;0!==y&&(m&&v&&y?y/Math.sqrt(m*m+v*v+y*y)>.999&&(g=\"turntable\"):g=\"turntable\")}else g=\"turntable\";r(\"dragmode\",g),r(\"hovermode\",n.getDfltFromLayout(\"hovermode\"))}e.exports=function(t,e,r){var i=e._basePlotModules.length>1;o(t,e,r,{type:\"gl3d\",attributes:l,handleDefaults:u,fullLayout:e,font:e.font,fullData:r,getDfltFromLayout:function(e){if(!i)return n.validate(t[e],l[e])?t[e]:void 0},autotypenumbersDflt:e.autotypenumbers,paper_bgcolor:e.paper_bgcolor,calendar:e.calendar})}},{\"../../../components/color\":366,\"../../../lib\":503,\"../../../registry\":638,\"../../get_data\":593,\"../../subplot_defaults\":632,\"./axis_defaults\":601,\"./layout_attributes\":604}],604:[function(t,e,r){\"use strict\";var n=t(\"./axis_attributes\"),i=t(\"../../domain\").attributes,a=t(\"../../../lib/extend\").extendFlat,o=t(\"../../../lib\").counterRegex;function s(t,e,r){return{x:{valType:\"number\",dflt:t,editType:\"camera\"},y:{valType:\"number\",dflt:e,editType:\"camera\"},z:{valType:\"number\",dflt:r,editType:\"camera\"},editType:\"camera\"}}e.exports={_arrayAttrRegexps:[o(\"scene\",\".annotations\",!0)],bgcolor:{valType:\"color\",dflt:\"rgba(0,0,0,0)\",editType:\"plot\"},camera:{up:a(s(0,0,1),{}),center:a(s(0,0,0),{}),eye:a(s(1.25,1.25,1.25),{}),projection:{type:{valType:\"enumerated\",values:[\"perspective\",\"orthographic\"],dflt:\"perspective\",editType:\"calc\"},editType:\"calc\"},editType:\"camera\"},domain:i({name:\"scene\",editType:\"plot\"}),aspectmode:{valType:\"enumerated\",values:[\"auto\",\"cube\",\"data\",\"manual\"],dflt:\"auto\",editType:\"plot\",impliedEdits:{\"aspectratio.x\":void 0,\"aspectratio.y\":void 0,\"aspectratio.z\":void 0}},aspectratio:{x:{valType:\"number\",min:0,editType:\"plot\",impliedEdits:{\"^aspectmode\":\"manual\"}},y:{valType:\"number\",min:0,editType:\"plot\",impliedEdits:{\"^aspectmode\":\"manual\"}},z:{valType:\"number\",min:0,editType:\"plot\",impliedEdits:{\"^aspectmode\":\"manual\"}},editType:\"plot\",impliedEdits:{aspectmode:\"manual\"}},xaxis:n,yaxis:n,zaxis:n,dragmode:{valType:\"enumerated\",values:[\"orbit\",\"turntable\",\"zoom\",\"pan\",!1],editType:\"plot\"},hovermode:{valType:\"enumerated\",values:[\"closest\",!1],dflt:\"closest\",editType:\"modebar\"},uirevision:{valType:\"any\",editType:\"none\"},editType:\"plot\",_deprecated:{cameraposition:{valType:\"info_array\",editType:\"camera\"}}}},{\"../../../lib\":503,\"../../../lib/extend\":493,\"../../domain\":584,\"./axis_attributes\":600}],605:[function(t,e,r){\"use strict\";var n=t(\"../../../lib/str2rgbarray\"),i=[\"xaxis\",\"yaxis\",\"zaxis\"];function a(){this.enabled=[!0,!0,!0],this.colors=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.drawSides=[!0,!0,!0],this.lineWidth=[1,1,1]}a.prototype.merge=function(t){for(var e=0;e<3;++e){var r=t[i[e]];r.visible?(this.enabled[e]=r.showspikes,this.colors[e]=n(r.spikecolor),this.drawSides[e]=r.spikesides,this.lineWidth[e]=r.spikethickness):(this.enabled[e]=!1,this.drawSides[e]=!1)}},e.exports=function(t){var e=new a;return e.merge(t),e}},{\"../../../lib/str2rgbarray\":528}],606:[function(t,e,r){\"use strict\";e.exports=function(t){for(var e=t.axesOptions,r=t.glplot.axesPixels,s=t.fullSceneLayout,l=[[],[],[]],c=0;c<3;++c){var u=s[a[c]];if(u._length=(r[c].hi-r[c].lo)*r[c].pixelsPerDataUnit/t.dataScale[c],Math.abs(u._length)===1/0||isNaN(u._length))l[c]=[];else{u._input_range=u.range.slice(),u.range[0]=r[c].lo/t.dataScale[c],u.range[1]=r[c].hi/t.dataScale[c],u._m=1/(t.dataScale[c]*r[c].pixelsPerDataUnit),u.range[0]===u.range[1]&&(u.range[0]-=1,u.range[1]+=1);var f=u.tickmode;if(\"auto\"===u.tickmode){u.tickmode=\"linear\";var h=u.nticks||i.constrain(u._length/40,4,9);n.autoTicks(u,Math.abs(u.range[1]-u.range[0])/h)}for(var p=n.calcTicks(u,{msUTC:!0}),d=0;d<p.length;++d)p[d].x=p[d].x*t.dataScale[c],\"date\"===u.type&&(p[d].text=p[d].text.replace(/\\<br\\>/g,\" \"));l[c]=p,u.tickmode=f}}e.ticks=l;for(c=0;c<3;++c){o[c]=.5*(t.glplot.bounds[0][c]+t.glplot.bounds[1][c]);for(d=0;d<2;++d)e.bounds[d][c]=t.glplot.bounds[d][c]}t.contourLevels=function(t){for(var e=new Array(3),r=0;r<3;++r){for(var n=t[r],i=new Array(n.length),a=0;a<n.length;++a)i[a]=n[a].x;e[r]=i}return e}(l)};var n=t(\"../../cartesian/axes\"),i=t(\"../../../lib\"),a=[\"xaxis\",\"yaxis\",\"zaxis\"],o=[0,0,0]},{\"../../../lib\":503,\"../../cartesian/axes\":554}],607:[function(t,e,r){\"use strict\";function n(t,e){var r,n,i=[0,0,0,0];for(r=0;r<4;++r)for(n=0;n<4;++n)i[n]+=t[4*r+n]*e[r];return i}e.exports=function(t,e){return n(t.projection,n(t.view,n(t.model,[e[0],e[1],e[2],1])))}},{}],608:[function(t,e,r){\"use strict\";var n,i,a=t(\"../../../stackgl_modules\").gl_plot3d,o=a.createCamera,s=a.createScene,l=t(\"webgl-context\"),c=t(\"has-passive-events\"),u=t(\"../../registry\"),f=t(\"../../lib\"),h=f.preserveDrawingBuffer(),p=t(\"../../plots/cartesian/axes\"),d=t(\"../../components/fx\"),g=t(\"../../lib/str2rgbarray\"),m=t(\"../../lib/show_no_webgl_msg\"),v=t(\"./project\"),y=t(\"./layout/convert\"),x=t(\"./layout/spikes\"),b=t(\"./layout/tick_marks\");function _(t,e){var r=document.createElement(\"div\"),n=t.container;this.graphDiv=t.graphDiv;var i=document.createElementNS(\"http://www.w3.org/2000/svg\",\"svg\");i.style.position=\"absolute\",i.style.top=i.style.left=\"0px\",i.style.width=i.style.height=\"100%\",i.style[\"z-index\"]=20,i.style[\"pointer-events\"]=\"none\",r.appendChild(i),this.svgContainer=i,r.id=t.id,r.style.position=\"absolute\",r.style.top=r.style.left=\"0px\",r.style.width=r.style.height=\"100%\",n.appendChild(r),this.fullLayout=e,this.id=t.id||\"scene\",this.fullSceneLayout=e[this.id],this.plotArgs=[[],{},{}],this.axesOptions=y(e,e[this.id]),this.spikeOptions=x(e[this.id]),this.container=r,this.staticMode=!!t.staticPlot,this.pixelRatio=this.pixelRatio||t.plotGlPixelRatio||2,this.dataScale=[1,1,1],this.contourLevels=[[],[],[]],this.convertAnnotations=u.getComponentMethod(\"annotations3d\",\"convert\"),this.drawAnnotations=u.getComponentMethod(\"annotations3d\",\"draw\"),this.initializeGLPlot()}var w=_.prototype;w.prepareOptions=function(){var t={canvas:this.canvas,gl:this.gl,glOptions:{preserveDrawingBuffer:h,premultipliedAlpha:!0,antialias:!0},container:this.container,axes:this.axesOptions,spikes:this.spikeOptions,pickRadius:10,snapToData:!0,autoScale:!0,autoBounds:!1,cameraObject:this.camera,pixelRatio:this.pixelRatio};if(this.staticMode){if(!(i||(n=document.createElement(\"canvas\"),i=l({canvas:n,preserveDrawingBuffer:!0,premultipliedAlpha:!0,antialias:!0}))))throw new Error(\"error creating static canvas/context for image server\");t.gl=i,t.canvas=n}return t};var T=!0;w.tryCreatePlot=function(){var t=this.prepareOptions(),e=!0;try{this.glplot=s(t)}catch(r){if(this.staticMode||!T||h)e=!1;else{f.warn([\"webgl setup failed possibly due to\",\"false preserveDrawingBuffer config.\",\"The mobile/tablet device may not be detected by is-mobile module.\",\"Enabling preserveDrawingBuffer in second attempt to create webgl scene...\"].join(\" \"));try{h=t.glOptions.preserveDrawingBuffer=!0,this.glplot=s(t)}catch(r){h=t.glOptions.preserveDrawingBuffer=!1,e=!1}}}return T=!1,e},w.initializeGLCamera=function(){var t=this.fullSceneLayout.camera,e=\"orthographic\"===t.projection.type;this.camera=o(this.container,{center:[t.center.x,t.center.y,t.center.z],eye:[t.eye.x,t.eye.y,t.eye.z],up:[t.up.x,t.up.y,t.up.z],_ortho:e,zoomMin:.01,zoomMax:100,mode:\"orbit\"})},w.initializeGLPlot=function(){var t=this;if(t.initializeGLCamera(),!t.tryCreatePlot())return m(t);t.traces={},t.make4thDimension();var e=t.graphDiv,r=e.layout,n=function(){var e={};return t.isCameraChanged(r)&&(e[t.id+\".camera\"]=t.getCamera()),t.isAspectChanged(r)&&(e[t.id+\".aspectratio\"]=t.glplot.getAspectratio(),\"manual\"!==r[t.id].aspectmode&&(t.fullSceneLayout.aspectmode=r[t.id].aspectmode=e[t.id+\".aspectmode\"]=\"manual\")),e},i=function(t){if(!1!==t.fullSceneLayout.dragmode){var e=n();t.saveLayout(r),t.graphDiv.emit(\"plotly_relayout\",e)}};return t.glplot.canvas&&(t.glplot.canvas.addEventListener(\"mouseup\",(function(){i(t)})),t.glplot.canvas.addEventListener(\"wheel\",(function(r){if(e._context._scrollZoom.gl3d){if(t.camera._ortho){var n=r.deltaX>r.deltaY?1.1:1/1.1,a=t.glplot.getAspectratio();t.glplot.setAspectratio({x:n*a.x,y:n*a.y,z:n*a.z})}i(t)}}),!!c&&{passive:!1}),t.glplot.canvas.addEventListener(\"mousemove\",(function(){if(!1!==t.fullSceneLayout.dragmode&&0!==t.camera.mouseListener.buttons){var e=n();t.graphDiv.emit(\"plotly_relayouting\",e)}})),t.staticMode||t.glplot.canvas.addEventListener(\"webglcontextlost\",(function(r){e&&e.emit&&e.emit(\"plotly_webglcontextlost\",{event:r,layer:t.id})}),!1)),t.glplot.oncontextloss=function(){t.recoverContext()},t.glplot.onrender=function(){t.render()},!0},w.render=function(){var t,e=this,r=e.graphDiv,n=e.svgContainer,i=e.container.getBoundingClientRect();r._fullLayout._calcInverseTransform(r);var a=r._fullLayout._invScaleX,o=r._fullLayout._invScaleY,s=i.width*a,l=i.height*o;n.setAttributeNS(null,\"viewBox\",\"0 0 \"+s+\" \"+l),n.setAttributeNS(null,\"width\",s),n.setAttributeNS(null,\"height\",l),b(e),e.glplot.axes.update(e.axesOptions);for(var c=Object.keys(e.traces),u=null,h=e.glplot.selection,g=0;g<c.length;++g)\"skip\"!==(t=e.traces[c[g]]).data.hoverinfo&&t.handlePick(h)&&(u=t),t.setContourLevels&&t.setContourLevels();function m(t,r,n){var i=e.fullSceneLayout[t+\"axis\"];return\"log\"!==i.type&&(r=i.d2l(r)),p.hoverLabelText(i,r,n)}if(null!==u){var y=v(e.glplot.cameraParams,h.dataCoordinate);t=u.data;var x,_=r._fullData[t.index],w=h.index,T={xLabel:m(\"x\",h.traceCoordinate[0],t.xhoverformat),yLabel:m(\"y\",h.traceCoordinate[1],t.yhoverformat),zLabel:m(\"z\",h.traceCoordinate[2],t.zhoverformat)},k=d.castHoverinfo(_,e.fullLayout,w),A=(k||\"\").split(\"+\"),M=k&&\"all\"===k;_.hovertemplate||M||(-1===A.indexOf(\"x\")&&(T.xLabel=void 0),-1===A.indexOf(\"y\")&&(T.yLabel=void 0),-1===A.indexOf(\"z\")&&(T.zLabel=void 0),-1===A.indexOf(\"text\")&&(h.textLabel=void 0),-1===A.indexOf(\"name\")&&(u.name=void 0));var S=[];\"cone\"===t.type||\"streamtube\"===t.type?(T.uLabel=m(\"x\",h.traceCoordinate[3],t.uhoverformat),(M||-1!==A.indexOf(\"u\"))&&S.push(\"u: \"+T.uLabel),T.vLabel=m(\"y\",h.traceCoordinate[4],t.vhoverformat),(M||-1!==A.indexOf(\"v\"))&&S.push(\"v: \"+T.vLabel),T.wLabel=m(\"z\",h.traceCoordinate[5],t.whoverformat),(M||-1!==A.indexOf(\"w\"))&&S.push(\"w: \"+T.wLabel),T.normLabel=h.traceCoordinate[6].toPrecision(3),(M||-1!==A.indexOf(\"norm\"))&&S.push(\"norm: \"+T.normLabel),\"streamtube\"===t.type&&(T.divergenceLabel=h.traceCoordinate[7].toPrecision(3),(M||-1!==A.indexOf(\"divergence\"))&&S.push(\"divergence: \"+T.divergenceLabel)),h.textLabel&&S.push(h.textLabel),x=S.join(\"<br>\")):\"isosurface\"===t.type||\"volume\"===t.type?(T.valueLabel=p.hoverLabelText(e._mockAxis,e._mockAxis.d2l(h.traceCoordinate[3]),t.valuehoverformat),S.push(\"value: \"+T.valueLabel),h.textLabel&&S.push(h.textLabel),x=S.join(\"<br>\")):x=h.textLabel;var E={x:h.traceCoordinate[0],y:h.traceCoordinate[1],z:h.traceCoordinate[2],data:_._input,fullData:_,curveNumber:_.index,pointNumber:w};d.appendArrayPointValue(E,_,w),t._module.eventData&&(E=_._module.eventData(E,h,_,{},w));var L={points:[E]};if(e.fullSceneLayout.hovermode){var C=[];d.loneHover({trace:_,x:(.5+.5*y[0]/y[3])*s,y:(.5-.5*y[1]/y[3])*l,xLabel:T.xLabel,yLabel:T.yLabel,zLabel:T.zLabel,text:x,name:u.name,color:d.castHoverOption(_,w,\"bgcolor\")||u.color,borderColor:d.castHoverOption(_,w,\"bordercolor\"),fontFamily:d.castHoverOption(_,w,\"font.family\"),fontSize:d.castHoverOption(_,w,\"font.size\"),fontColor:d.castHoverOption(_,w,\"font.color\"),nameLength:d.castHoverOption(_,w,\"namelength\"),textAlign:d.castHoverOption(_,w,\"align\"),hovertemplate:f.castOption(_,w,\"hovertemplate\"),hovertemplateLabels:f.extendFlat({},E,T),eventData:[E]},{container:n,gd:r,inOut_bbox:C}),E.bbox=C[0]}h.buttons&&h.distance<5?r.emit(\"plotly_click\",L):r.emit(\"plotly_hover\",L),this.oldEventData=L}else d.loneUnhover(n),this.oldEventData&&r.emit(\"plotly_unhover\",this.oldEventData),this.oldEventData=void 0;e.drawAnnotations(e)},w.recoverContext=function(){var t=this;t.glplot.dispose();var e=function(){t.glplot.gl.isContextLost()?requestAnimationFrame(e):t.initializeGLPlot()?t.plot.apply(t,t.plotArgs):f.error(\"Catastrophic and unrecoverable WebGL error. Context lost.\")};requestAnimationFrame(e)};var k=[\"xaxis\",\"yaxis\",\"zaxis\"];function A(t,e,r){for(var n=t.fullSceneLayout,i=0;i<3;i++){var a=k[i],o=a.charAt(0),s=n[a],l=e[o],c=e[o+\"calendar\"],u=e[\"_\"+o+\"length\"];if(f.isArrayOrTypedArray(l))for(var h,p=0;p<(u||l.length);p++)if(f.isArrayOrTypedArray(l[p]))for(var d=0;d<l[p].length;++d)h=s.d2l(l[p][d],0,c),!isNaN(h)&&isFinite(h)&&(r[0][i]=Math.min(r[0][i],h),r[1][i]=Math.max(r[1][i],h));else h=s.d2l(l[p],0,c),!isNaN(h)&&isFinite(h)&&(r[0][i]=Math.min(r[0][i],h),r[1][i]=Math.max(r[1][i],h));else r[0][i]=Math.min(r[0][i],0),r[1][i]=Math.max(r[1][i],u-1)}}w.plot=function(t,e,r){if(this.plotArgs=[t,e,r],!this.glplot.contextLost){var n,i,a,o,s,l,c=e[this.id],u=r[this.id];this.fullLayout=e,this.fullSceneLayout=c,this.axesOptions.merge(e,c),this.spikeOptions.merge(c),this.setViewport(c),this.updateFx(c.dragmode,c.hovermode),this.camera.enableWheel=this.graphDiv._context._scrollZoom.gl3d,this.glplot.setClearColor(g(c.bgcolor)),this.setConvert(s),t?Array.isArray(t)||(t=[t]):t=[];var f=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]];for(a=0;a<t.length;++a)!0===(n=t[a]).visible&&0!==n._length&&A(this,n,f);!function(t,e){for(var r=t.fullSceneLayout,n=r.annotations||[],i=0;i<3;i++)for(var a=k[i],o=a.charAt(0),s=r[a],l=0;l<n.length;l++){var c=n[l];if(c.visible){var u=s.r2l(c[o]);!isNaN(u)&&isFinite(u)&&(e[0][i]=Math.min(e[0][i],u),e[1][i]=Math.max(e[1][i],u))}}}(this,f);var h=[1,1,1];for(o=0;o<3;++o)f[1][o]===f[0][o]?h[o]=1:h[o]=1/(f[1][o]-f[0][o]);for(this.dataScale=h,this.convertAnnotations(this),a=0;a<t.length;++a)!0===(n=t[a]).visible&&0!==n._length&&((i=this.traces[n.uid])?i.data.type===n.type?i.update(n):(i.dispose(),i=n._module.plot(this,n),this.traces[n.uid]=i):(i=n._module.plot(this,n),this.traces[n.uid]=i),i.name=n.name);var p=Object.keys(this.traces);t:for(a=0;a<p.length;++a){for(o=0;o<t.length;++o)if(t[o].uid===p[a]&&!0===t[o].visible&&0!==t[o]._length)continue t;(i=this.traces[p[a]]).dispose(),delete this.traces[p[a]]}this.glplot.objects.sort((function(t,e){return t._trace.data.index-e._trace.data.index}));var d,m=[[0,0,0],[0,0,0]],v=[],y={};for(a=0;a<3;++a){if((l=(s=c[k[a]]).type)in y?(y[l].acc*=h[a],y[l].count+=1):y[l]={acc:h[a],count:1},s.autorange){m[0][a]=1/0,m[1][a]=-1/0;var x=this.glplot.objects,b=this.fullSceneLayout.annotations||[],_=s._name.charAt(0);for(o=0;o<x.length;o++){var w=x[o],T=w.bounds,M=w._trace.data._pad||0;\"ErrorBars\"===w.constructor.name&&s._lowerLogErrorBound?m[0][a]=Math.min(m[0][a],s._lowerLogErrorBound):m[0][a]=Math.min(m[0][a],T[0][a]/h[a]-M),m[1][a]=Math.max(m[1][a],T[1][a]/h[a]+M)}for(o=0;o<b.length;o++){var S=b[o];if(S.visible){var E=s.r2l(S[_]);m[0][a]=Math.min(m[0][a],E),m[1][a]=Math.max(m[1][a],E)}}if(\"rangemode\"in s&&\"tozero\"===s.rangemode&&(m[0][a]=Math.min(m[0][a],0),m[1][a]=Math.max(m[1][a],0)),m[0][a]>m[1][a])m[0][a]=-1,m[1][a]=1;else{var L=m[1][a]-m[0][a];m[0][a]-=L/32,m[1][a]+=L/32}if(\"reversed\"===s.autorange){var C=m[0][a];m[0][a]=m[1][a],m[1][a]=C}}else{var P=s.range;m[0][a]=s.r2l(P[0]),m[1][a]=s.r2l(P[1])}m[0][a]===m[1][a]&&(m[0][a]-=1,m[1][a]+=1),v[a]=m[1][a]-m[0][a],this.glplot.setBounds(a,{min:m[0][a]*h[a],max:m[1][a]*h[a]})}var I=c.aspectmode;if(\"cube\"===I)d=[1,1,1];else if(\"manual\"===I){var O=c.aspectratio;d=[O.x,O.y,O.z]}else{if(\"auto\"!==I&&\"data\"!==I)throw new Error(\"scene.js aspectRatio was not one of the enumerated types\");var z=[1,1,1];for(a=0;a<3;++a){var D=y[l=(s=c[k[a]]).type];z[a]=Math.pow(D.acc,1/D.count)/h[a]}d=\"data\"===I||Math.max.apply(null,z)/Math.min.apply(null,z)<=4?z:[1,1,1]}c.aspectratio.x=u.aspectratio.x=d[0],c.aspectratio.y=u.aspectratio.y=d[1],c.aspectratio.z=u.aspectratio.z=d[2],this.glplot.setAspectratio(c.aspectratio),this.viewInitial.aspectratio||(this.viewInitial.aspectratio={x:c.aspectratio.x,y:c.aspectratio.y,z:c.aspectratio.z}),this.viewInitial.aspectmode||(this.viewInitial.aspectmode=c.aspectmode);var R=c.domain||null,F=e._size||null;if(R&&F){var B=this.container.style;B.position=\"absolute\",B.left=F.l+R.x[0]*F.w+\"px\",B.top=F.t+(1-R.y[1])*F.h+\"px\",B.width=F.w*(R.x[1]-R.x[0])+\"px\",B.height=F.h*(R.y[1]-R.y[0])+\"px\"}this.glplot.redraw()}},w.destroy=function(){this.glplot&&(this.camera.mouseListener.enabled=!1,this.container.removeEventListener(\"wheel\",this.camera.wheelListener),this.camera=null,this.glplot.dispose(),this.container.parentNode.removeChild(this.container),this.glplot=null)},w.getCamera=function(){var t;return this.camera.view.recalcMatrix(this.camera.view.lastT()),{up:{x:(t=this.camera).up[0],y:t.up[1],z:t.up[2]},center:{x:t.center[0],y:t.center[1],z:t.center[2]},eye:{x:t.eye[0],y:t.eye[1],z:t.eye[2]},projection:{type:!0===t._ortho?\"orthographic\":\"perspective\"}}},w.setViewport=function(t){var e,r=t.camera;this.camera.lookAt.apply(this,[[(e=r).eye.x,e.eye.y,e.eye.z],[e.center.x,e.center.y,e.center.z],[e.up.x,e.up.y,e.up.z]]),this.glplot.setAspectratio(t.aspectratio),\"orthographic\"===r.projection.type!==this.camera._ortho&&(this.glplot.redraw(),this.glplot.clearRGBA(),this.glplot.dispose(),this.initializeGLPlot())},w.isCameraChanged=function(t){var e=this.getCamera(),r=f.nestedProperty(t,this.id+\".camera\").get();function n(t,e,r,n){var i=[\"up\",\"center\",\"eye\"],a=[\"x\",\"y\",\"z\"];return e[i[r]]&&t[i[r]][a[n]]===e[i[r]][a[n]]}var i=!1;if(void 0===r)i=!0;else{for(var a=0;a<3;a++)for(var o=0;o<3;o++)if(!n(e,r,a,o)){i=!0;break}(!r.projection||e.projection&&e.projection.type!==r.projection.type)&&(i=!0)}return i},w.isAspectChanged=function(t){var e=this.glplot.getAspectratio(),r=f.nestedProperty(t,this.id+\".aspectratio\").get();return void 0===r||r.x!==e.x||r.y!==e.y||r.z!==e.z},w.saveLayout=function(t){var e,r,n,i,a,o,s=this.fullLayout,l=this.isCameraChanged(t),c=this.isAspectChanged(t),h=l||c;if(h){var p={};if(l&&(e=this.getCamera(),n=(r=f.nestedProperty(t,this.id+\".camera\")).get(),p[this.id+\".camera\"]=n),c&&(i=this.glplot.getAspectratio(),o=(a=f.nestedProperty(t,this.id+\".aspectratio\")).get(),p[this.id+\".aspectratio\"]=o),u.call(\"_storeDirectGUIEdit\",t,s._preGUI,p),l)r.set(e),f.nestedProperty(s,this.id+\".camera\").set(e);if(c)a.set(i),f.nestedProperty(s,this.id+\".aspectratio\").set(i),this.glplot.redraw()}return h},w.updateFx=function(t,e){var r=this.camera;if(r)if(\"orbit\"===t)r.mode=\"orbit\",r.keyBindingMode=\"rotate\";else if(\"turntable\"===t){r.up=[0,0,1],r.mode=\"turntable\",r.keyBindingMode=\"rotate\";var n=this.graphDiv,i=n._fullLayout,a=this.fullSceneLayout.camera,o=a.up.x,s=a.up.y,l=a.up.z;if(l/Math.sqrt(o*o+s*s+l*l)<.999){var c=this.id+\".camera.up\",h={x:0,y:0,z:1},p={};p[c]=h;var d=n.layout;u.call(\"_storeDirectGUIEdit\",d,i._preGUI,p),a.up=h,f.nestedProperty(d,c).set(h)}}else r.keyBindingMode=t;this.fullSceneLayout.hovermode=e},w.toImage=function(t){t||(t=\"png\"),this.staticMode&&this.container.appendChild(n),this.glplot.redraw();var e=this.glplot.gl,r=e.drawingBufferWidth,i=e.drawingBufferHeight;e.bindFramebuffer(e.FRAMEBUFFER,null);var a=new Uint8Array(r*i*4);e.readPixels(0,0,r,i,e.RGBA,e.UNSIGNED_BYTE,a),function(t,e,r){for(var n=0,i=r-1;n<i;++n,--i)for(var a=0;a<e;++a)for(var o=0;o<4;++o){var s=4*(e*n+a)+o,l=4*(e*i+a)+o,c=t[s];t[s]=t[l],t[l]=c}}(a,r,i),function(t,e,r){for(var n=0;n<r;++n)for(var i=0;i<e;++i){var a=4*(e*n+i),o=t[a+3];if(o>0)for(var s=255/o,l=0;l<3;++l)t[a+l]=Math.min(s*t[a+l],255)}}(a,r,i);var o=document.createElement(\"canvas\");o.width=r,o.height=i;var 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n=t(\"../../lib/sort_object_keys\"),i='\\xa9 <a target=\"_blank\" href=\"https://www.openstreetmap.org/copyright\">OpenStreetMap</a> contributors',a=['\\xa9 <a target=\"_blank\" href=\"https://carto.com/\">Carto</a>',i].join(\" \"),o=['Map tiles by <a target=\"_blank\" href=\"https://stamen.com\">Stamen Design</a>','under <a target=\"_blank\" href=\"https://creativecommons.org/licenses/by/3.0\">CC BY 3.0</a>',\"|\",'Data by <a target=\"_blank\" href=\"https://openstreetmap.org\">OpenStreetMap</a> contributors','under <a target=\"_blank\" href=\"https://www.openstreetmap.org/copyright\">ODbL</a>'].join(\" 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g=c.select(s._subplot.div);if(!(null===g.select(\".mapboxgl-ctrl-logo\").node().offsetParent)){var m=e._glimages.append(\"g\");m.attr(\"transform\",a(n.l+n.w*h.x[0]+10,n.t+n.h*(1-h.y[0])-31)),m.append(\"path\").attr(\"d\",p.mapboxLogo.path0).style({opacity:.9,fill:\"#ffffff\",\"enable-background\":\"new\"}),m.append(\"path\").attr(\"d\",p.mapboxLogo.path1).style(\"opacity\",.35).style(\"enable-background\",\"new\"),m.append(\"path\").attr(\"d\",p.mapboxLogo.path2).style(\"opacity\",.35).style(\"enable-background\",\"new\"),m.append(\"polygon\").attr(\"points\",p.mapboxLogo.polygon).style({opacity:.9,fill:\"#ffffff\",\"enable-background\":\"new\"})}var v=g.select(\".mapboxgl-ctrl-attrib\").text().replace(\"Improve this map\",\"\"),y=e._glimages.append(\"g\"),x=y.append(\"text\");x.text(v).classed(\"static-attribution\",!0).attr({\"font-size\":12,\"font-family\":\"Arial\",color:\"rgba(0, 0, 0, 0.75)\",\"text-anchor\":\"end\",\"data-unformatted\":v});var 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n=t(\"../../lib\"),i=t(\"../../lib/svg_text_utils\").sanitizeHTML,a=t(\"./convert_text_opts\"),o=t(\"./constants\");function s(t,e){this.subplot=t,this.uid=t.uid+\"-\"+e,this.index=e,this.idSource=\"source-\"+this.uid,this.idLayer=o.layoutLayerPrefix+this.uid,this.sourceType=null,this.source=null,this.layerType=null,this.below=null,this.visible=!1}var l=s.prototype;function c(t){if(!t.visible)return!1;var e=t.source;if(Array.isArray(e)&&e.length>0){for(var r=0;r<e.length;r++)if(\"string\"!=typeof e[r]||0===e[r].length)return!1;return!0}return n.isPlainObject(e)||\"string\"==typeof e&&e.length>0}function u(t){var e={},r={};switch(t.type){case\"circle\":n.extendFlat(r,{\"circle-radius\":t.circle.radius,\"circle-color\":t.color,\"circle-opacity\":t.opacity});break;case\"line\":n.extendFlat(r,{\"line-width\":t.line.width,\"line-color\":t.color,\"line-opacity\":t.opacity,\"line-dasharray\":t.line.dash});break;case\"fill\":n.extendFlat(r,{\"fill-color\":t.color,\"fill-outline-color\":t.fill.outlinecolor,\"fill-opacity\":t.opacity});break;case\"symbol\":var i=t.symbol,o=a(i.textposition,i.iconsize);n.extendFlat(e,{\"icon-image\":i.icon+\"-15\",\"icon-size\":i.iconsize/10,\"text-field\":i.text,\"text-size\":i.textfont.size,\"text-anchor\":o.anchor,\"text-offset\":o.offset,\"symbol-placement\":i.placement}),n.extendFlat(r,{\"icon-color\":t.color,\"text-color\":i.textfont.color,\"text-opacity\":t.opacity});break;case\"raster\":n.extendFlat(r,{\"raster-fade-duration\":0,\"raster-opacity\":t.opacity})}return{layout:e,paint:r}}l.update=function(t){this.visible?this.needsNewImage(t)?this.updateImage(t):this.needsNewSource(t)?(this.removeLayer(),this.updateSource(t),this.updateLayer(t)):this.needsNewLayer(t)?this.updateLayer(t):this.updateStyle(t):(this.updateSource(t),this.updateLayer(t)),this.visible=c(t)},l.needsNewImage=function(t){return this.subplot.map.getSource(this.idSource)&&\"image\"===this.sourceType&&\"image\"===t.sourcetype&&(this.source!==t.source||JSON.stringify(this.coordinates)!==JSON.stringify(t.coordinates))},l.needsNewSource=function(t){return this.sourceType!==t.sourcetype||JSON.stringify(this.source)!==JSON.stringify(t.source)||this.layerType!==t.type},l.needsNewLayer=function(t){return this.layerType!==t.type||this.below!==this.subplot.belowLookup[\"layout-\"+this.index]},l.lookupBelow=function(){return this.subplot.belowLookup[\"layout-\"+this.index]},l.updateImage=function(t){this.subplot.map.getSource(this.idSource).updateImage({url:t.source,coordinates:t.coordinates});var e=this.findFollowingMapboxLayerId(this.lookupBelow());null!==e&&this.subplot.map.moveLayer(this.idLayer,e)},l.updateSource=function(t){var e=this.subplot.map;if(e.getSource(this.idSource)&&e.removeSource(this.idSource),this.sourceType=t.sourcetype,this.source=t.source,c(t)){var r=function(t){var e,r=t.sourcetype,n=t.source,a={type:r};\"geojson\"===r?e=\"data\":\"vector\"===r?e=\"string\"==typeof n?\"url\":\"tiles\":\"raster\"===r?(e=\"tiles\",a.tileSize=256):\"image\"===r&&(e=\"url\",a.coordinates=t.coordinates);a[e]=n,t.sourceattribution&&(a.attribution=i(t.sourceattribution));return a}(t);e.addSource(this.idSource,r)}},l.findFollowingMapboxLayerId=function(t){if(\"traces\"===t)for(var e=this.subplot.getMapLayers(),r=0;r<e.length;r++){var n=e[r].id;if(\"string\"==typeof n&&0===n.indexOf(o.traceLayerPrefix)){t=n;break}}return t},l.updateLayer=function(t){var e=this.subplot,r=u(t),n=this.lookupBelow(),i=this.findFollowingMapboxLayerId(n);this.removeLayer(),c(t)&&e.addLayer({id:this.idLayer,source:this.idSource,\"source-layer\":t.sourcelayer||\"\",type:t.type,minzoom:t.minzoom,maxzoom:t.maxzoom,layout:r.layout,paint:r.paint},i),this.layerType=t.type,this.below=n},l.updateStyle=function(t){if(c(t)){var e=u(t);this.subplot.setOptions(this.idLayer,\"setLayoutProperty\",e.layout),this.subplot.setOptions(this.idLayer,\"setPaintProperty\",e.paint)}},l.removeLayer=function(){var t=this.subplot.map;t.getLayer(this.idLayer)&&t.removeLayer(this.idLayer)},l.dispose=function(){var t=this.subplot.map;t.getLayer(this.idLayer)&&t.removeLayer(this.idLayer),t.getSource(this.idSource)&&t.removeSource(this.idSource)},e.exports=function(t,e,r){var n=new s(t,e);return n.update(r),n}},{\"../../lib\":503,\"../../lib/svg_text_utils\":529,\"./constants\":611,\"./convert_text_opts\":612}],615:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../components/color\").defaultLine,a=t(\"../domain\").attributes,o=t(\"../font_attributes\"),s=t(\"../../traces/scatter/attributes\").textposition,l=t(\"../../plot_api/edit_types\").overrideAll,c=t(\"../../plot_api/plot_template\").templatedArray,u=t(\"./constants\"),f=o({});f.family.dflt=\"Open Sans Regular, Arial Unicode MS 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n=t(\"mapbox-gl/dist/mapbox-gl-unminified\"),i=t(\"../../lib\"),a=t(\"../../lib/geo_location_utils\"),o=t(\"../../registry\"),s=t(\"../cartesian/axes\"),l=t(\"../../components/dragelement\"),c=t(\"../../components/fx\"),u=t(\"../../components/dragelement/helpers\"),f=u.rectMode,h=u.drawMode,p=u.selectMode,d=t(\"../cartesian/select\").prepSelect,g=t(\"../cartesian/select\").clearSelect,m=t(\"../cartesian/select\").clearSelectionsCache,v=t(\"../cartesian/select\").selectOnClick,y=t(\"./constants\"),x=t(\"./layers\");function b(t,e){this.id=e,this.gd=t;var r=t._fullLayout,n=t._context;this.container=r._glcontainer.node(),this.isStatic=n.staticPlot,this.uid=r._uid+\"-\"+this.id,this.div=null,this.xaxis=null,this.yaxis=null,this.createFramework(r),this.map=null,this.accessToken=null,this.styleObj=null,this.traceHash={},this.layerList=[],this.belowLookup={},this.dragging=!1,this.wheeling=!1}var _=b.prototype;_.plot=function(t,e,r){var n,i=this,a=e[i.id];i.map&&a.accesstoken!==i.accessToken&&(i.map.remove(),i.map=null,i.styleObj=null,i.traceHash={},i.layerList=[]),n=i.map?new Promise((function(r,n){i.updateMap(t,e,r,n)})):new Promise((function(r,n){i.createMap(t,e,r,n)})),r.push(n)},_.createMap=function(t,e,r,i){var o=this,s=e[o.id],l=o.styleObj=T(s.style);o.accessToken=s.accesstoken;var c=o.map=new n.Map({container:o.div,style:l.style,center:A(s.center),zoom:s.zoom,bearing:s.bearing,pitch:s.pitch,interactive:!o.isStatic,preserveDrawingBuffer:o.isStatic,doubleClickZoom:!1,boxZoom:!1,attributionControl:!1}).addControl(new n.AttributionControl({compact:!0}));c._canvas.style.left=\"0px\",c._canvas.style.top=\"0px\",o.rejectOnError(i),o.isStatic||o.initFx(t,e);var u=[];u.push(new Promise((function(t){c.once(\"load\",t)}))),u=u.concat(a.fetchTraceGeoData(t)),Promise.all(u).then((function(){o.fillBelowLookup(t,e),o.updateData(t),o.updateLayout(e),o.resolveOnRender(r)})).catch(i)},_.updateMap=function(t,e,r,n){var i=this,o=i.map,s=e[this.id];i.rejectOnError(n);var l=[],c=T(s.style);JSON.stringify(i.styleObj)!==JSON.stringify(c)&&(i.styleObj=c,o.setStyle(c.style),i.traceHash={},l.push(new Promise((function(t){o.once(\"styledata\",t)})))),l=l.concat(a.fetchTraceGeoData(t)),Promise.all(l).then((function(){i.fillBelowLookup(t,e),i.updateData(t),i.updateLayout(e),i.resolveOnRender(r)})).catch(n)},_.fillBelowLookup=function(t,e){var r,n,i=e[this.id].layers,a=this.belowLookup={},o=!1;for(r=0;r<t.length;r++){var s=t[r][0].trace,l=s._module;\"string\"==typeof s.below?n=s.below:l.getBelow&&(n=l.getBelow(s,this)),\"\"===n&&(o=!0),a[\"trace-\"+s.uid]=n||\"\"}for(r=0;r<i.length;r++){var c=i[r];n=\"string\"==typeof c.below?c.below:o?\"traces\":\"\",a[\"layout-\"+r]=n}var u,f,h={};for(u in a)h[n=a[u]]?h[n].push(u):h[n]=[u];for(n in h){var p=h[n];if(p.length>1)for(r=0;r<p.length;r++)0===(u=p[r]).indexOf(\"trace-\")?(f=u.split(\"trace-\")[1],this.traceHash[f]&&(this.traceHash[f].below=null)):0===u.indexOf(\"layout-\")&&(f=u.split(\"layout-\")[1],this.layerList[f]&&(this.layerList[f].below=null))}};var w={choroplethmapbox:0,densitymapbox:1,scattermapbox:2};function T(t){var e={};return i.isPlainObject(t)?(e.id=t.id,e.style=t):\"string\"==typeof t?(e.id=t,-1!==y.styleValuesMapbox.indexOf(t)?e.style=k(t):y.stylesNonMapbox[t]?e.style=y.stylesNonMapbox[t]:e.style=t):(e.id=y.styleValueDflt,e.style=k(y.styleValueDflt)),e.transition={duration:0,delay:0},e}function k(t){return y.styleUrlPrefix+t+\"-\"+y.styleUrlSuffix}function A(t){return[t.lon,t.lat]}_.updateData=function(t){var e,r,n,i,a=this.traceHash,o=t.slice().sort((function(t,e){return w[t[0].trace.type]-w[e[0].trace.type]}));for(n=0;n<o.length;n++){var s=o[n],l=!1;(e=a[(r=s[0].trace).uid])&&(e.type===r.type?(e.update(s),l=!0):e.dispose()),!l&&r._module&&(a[r.uid]=r._module.plot(this,s))}var c=Object.keys(a);t:for(n=0;n<c.length;n++){var u=c[n];for(i=0;i<t.length;i++)if(u===(r=t[i][0].trace).uid)continue t;(e=a[u]).dispose(),delete a[u]}},_.updateLayout=function(t){var e=this.map,r=t[this.id];this.dragging||this.wheeling||(e.setCenter(A(r.center)),e.setZoom(r.zoom),e.setBearing(r.bearing),e.setPitch(r.pitch)),this.updateLayers(t),this.updateFramework(t),this.updateFx(t),this.map.resize(),this.gd._context._scrollZoom.mapbox?e.scrollZoom.enable():e.scrollZoom.disable()},_.resolveOnRender=function(t){var e=this.map;e.on(\"render\",(function r(){e.loaded()&&(e.off(\"render\",r),setTimeout(t,10))}))},_.rejectOnError=function(t){var e=this.map;function r(){t(new Error(y.mapOnErrorMsg))}e.once(\"error\",r),e.once(\"style.error\",r),e.once(\"source.error\",r),e.once(\"tile.error\",r),e.once(\"layer.error\",r)},_.createFramework=function(t){var e=this,r=e.div=document.createElement(\"div\");r.id=e.uid,r.style.position=\"absolute\",e.container.appendChild(r),e.xaxis={_id:\"x\",c2p:function(t){return e.project(t).x}},e.yaxis={_id:\"y\",c2p:function(t){return e.project(t).y}},e.updateFramework(t),e.mockAxis={type:\"linear\",showexponent:\"all\",exponentformat:\"B\"},s.setConvert(e.mockAxis,t)},_.initFx=function(t,e){var r=this,n=r.gd,i=r.map;function a(){c.loneUnhover(e._hoverlayer)}function s(){var t=r.getView();n.emit(\"plotly_relayouting\",r.getViewEditsWithDerived(t))}i.on(\"moveend\",(function(t){if(r.map){var e=n._fullLayout;if(t.originalEvent||r.wheeling){var i=e[r.id];o.call(\"_storeDirectGUIEdit\",n.layout,e._preGUI,r.getViewEdits(i));var 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n=t(\"@plotly/d3\"),i=t(\"tinycolor2\"),a=t(\"../../registry\"),o=t(\"../../lib\"),s=o.strRotate,l=o.strTranslate,c=t(\"../../components/color\"),u=t(\"../../components/drawing\"),f=t(\"../plots\"),h=t(\"../../plots/cartesian/axes\"),p=t(\"../cartesian/set_convert\"),d=t(\"./set_convert\"),g=t(\"../cartesian/autorange\").doAutoRange,m=t(\"../cartesian/dragbox\"),v=t(\"../../components/dragelement\"),y=t(\"../../components/fx\"),x=t(\"../../components/titles\"),b=t(\"../cartesian/select\").prepSelect,_=t(\"../cartesian/select\").selectOnClick,w=t(\"../cartesian/select\").clearSelect,T=t(\"../../lib/setcursor\"),k=t(\"../../lib/clear_gl_canvases\"),A=t(\"../../plot_api/subroutines\").redrawReglTraces,M=t(\"../../constants/alignment\").MID_SHIFT,S=t(\"./constants\"),E=t(\"./helpers\"),L=t(\"../smith/helpers\"),C=L.smith,P=L.reactanceArc,I=L.resistanceArc,O=L.smithTransform,z=o._,D=o.mod,R=o.deg2rad,F=o.rad2deg;function B(t,e,r){this.isSmith=r||!1,this.id=e,this.gd=t,this._hasClipOnAxisFalse=null,this.vangles=null,this.radialAxisAngle=null,this.traceHash={},this.layers={},this.clipPaths={},this.clipIds={},this.viewInitial={};var n=t._fullLayout,i=\"clip\"+n._uid+e;this.clipIds.forTraces=i+\"-for-traces\",this.clipPaths.forTraces=n._clips.append(\"clipPath\").attr(\"id\",this.clipIds.forTraces),this.clipPaths.forTraces.append(\"path\"),this.framework=n[\"_\"+(r?\"smith\":\"polar\")+\"layer\"].append(\"g\").attr(\"class\",e),this.getHole=function(t){return this.isSmith?0:t.hole},this.getSector=function(t){return this.isSmith?[0,360]:t.sector},this.getRadial=function(t){return this.isSmith?t.realaxis:t.radialaxis},this.getAngular=function(t){return this.isSmith?t.imaginaryaxis:t.angularaxis},r||(this.radialTickLayout=null,this.angularTickLayout=null)}var N=B.prototype;function j(t){var e=t.ticks+String(t.ticklen)+String(t.showticklabels);return\"side\"in t&&(e+=t.side),e}function U(t,e){return 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z=this.pathSubplot();this.clipPaths.forTraces.select(\"path\").attr(\"d\",z).attr(\"transform\",l(P,I)),r.frontplot.attr(\"transform\",l(A,M)).call(u.setClipUrl,this._hasClipOnAxisFalse?null:this.clipIds.forTraces,this.gd),r.bg.attr(\"d\",z).attr(\"transform\",l(L,C)).call(c.fill,e.bgcolor)},N.mockAxis=function(t,e,r,n){var i=o.extendFlat({},r,n);return d(i,e,t),i},N.mockCartesianAxis=function(t,e,r){var n=this,i=n.isSmith,a=r._id,s=o.extendFlat({type:\"linear\"},r);p(s,t);var l={x:[0,2],y:[1,3]};return s.setRange=function(){var t=n.sectorBBox,r=l[a],i=n.radialAxis._rl,o=(i[1]-i[0])/(1-n.getHole(e));s.range=[t[r[0]]*o,t[r[1]]*o]},s.isPtWithinRange=\"x\"!==a||i?function(){return!0}:function(t){return n.isPtInside(t)},s.setRange(),s.setScale(),s},N.doAutoRange=function(t,e){var r=this.gd,n=this.radialAxis,i=this.getRadial(e);g(r,n);var 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n=t(\"../../components/color/attributes\"),i=t(\"../domain\").attributes,a=t(\"../cartesian/layout_attributes\"),o=t(\"../../plot_api/edit_types\").overrideAll,s=t(\"../../lib/extend\").extendFlat,l={title:{text:a.title.text,font:a.title.font},color:a.color,tickmode:a.tickmode,nticks:s({},a.nticks,{dflt:6,min:1}),tick0:a.tick0,dtick:a.dtick,tickvals:a.tickvals,ticktext:a.ticktext,ticks:a.ticks,ticklen:a.ticklen,tickwidth:a.tickwidth,tickcolor:a.tickcolor,ticklabelstep:a.ticklabelstep,showticklabels:a.showticklabels,showtickprefix:a.showtickprefix,tickprefix:a.tickprefix,showticksuffix:a.showticksuffix,ticksuffix:a.ticksuffix,showexponent:a.showexponent,exponentformat:a.exponentformat,minexponent:a.minexponent,separatethousands:a.separatethousands,tickfont:a.tickfont,tickangle:a.tickangle,tickformat:a.tickformat,tickformatstops:a.tickformatstops,hoverformat:a.hoverformat,showline:s({},a.showline,{dflt:!0}),linecolor:a.linecolor,linewidth:a.linewidth,showgrid:s({},a.showgrid,{dflt:!0}),gridcolor:a.gridcolor,gridwidth:a.gridwidth,layer:a.layer,min:{valType:\"number\",dflt:0,min:0},_deprecated:{title:a._deprecated.title,titlefont:a._deprecated.titlefont}},c=e.exports=o({domain:i({name:\"ternary\"}),bgcolor:{valType:\"color\",dflt:n.background},sum:{valType:\"number\",dflt:1,min:0},aaxis:l,baxis:l,caxis:l},\"plot\",\"from-root\");c.uirevision={valType:\"any\",editType:\"none\"},c.aaxis.uirevision=c.baxis.uirevision=c.caxis.uirevision={valType:\"any\",editType:\"none\"}},{\"../../components/color/attributes\":365,\"../../lib/extend\":493,\"../../plot_api/edit_types\":536,\"../cartesian/layout_attributes\":569,\"../domain\":584}],636:[function(t,e,r){\"use 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r,n,i,a,o,l,p=this,d=t.domain,g=(d.x[0]+d.x[1])/2,m=(d.y[0]+d.y[1])/2,v=d.x[1]-d.x[0],y=d.y[1]-d.y[0],x=v*e.w,b=y*e.h,_=t.sum,w=t.aaxis.min,T=t.baxis.min,k=t.caxis.min;x>E*b?i=(a=b)*E:a=(i=x)/E,o=v*i/x,l=y*a/b,r=e.l+e.w*g-i/2,n=e.t+e.h*(1-m)-a/2,p.x0=r,p.y0=n,p.w=i,p.h=a,p.sum=_,p.xaxis={type:\"linear\",range:[w+2*k-_,_-w-2*T],domain:[g-o/2,g+o/2],_id:\"x\"},f(p.xaxis,p.graphDiv._fullLayout),p.xaxis.setScale(),p.xaxis.isPtWithinRange=function(t){return t.a>=p.aaxis.range[0]&&t.a<=p.aaxis.range[1]&&t.b>=p.baxis.range[1]&&t.b<=p.baxis.range[0]&&t.c>=p.caxis.range[1]&&t.c<=p.caxis.range[0]},p.yaxis={type:\"linear\",range:[w,_-T-k],domain:[m-l/2,m+l/2],_id:\"y\"},f(p.yaxis,p.graphDiv._fullLayout),p.yaxis.setScale(),p.yaxis.isPtWithinRange=function(){return!0};var A=p.yaxis.domain[0],M=p.aaxis=h({},t.aaxis,{range:[w,_-T-k],side:\"left\",tickangle:(+t.aaxis.tickangle||0)-30,domain:[A,A+l*E],anchor:\"free\",position:0,_id:\"y\",_length:i});f(M,p.graphDiv._fullLayout),M.setScale();var 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n=t(\"../../components/fx\"),i=t(\"../../registry\"),a=t(\"../../components/color\"),o=t(\"../../lib\").fillText,s=t(\"./helpers\").getLineWidth,l=t(\"../../plots/cartesian/axes\").hoverLabelText,c=t(\"../../constants/numerical\").BADNUM;function u(t,e,r,i,a){var s,u,f,h,p,d,g,m=t.cd,v=m[0].trace,y=m[0].t,x=\"closest\"===i,b=\"waterfall\"===v.type,_=t.maxHoverDistance,w=t.maxSpikeDistance;\"h\"===v.orientation?(s=r,u=e,f=\"y\",h=\"x\",p=z,d=I):(s=e,u=r,f=\"x\",h=\"y\",d=z,p=I);var T=v[f+\"period\"],k=x||T;function A(t){return S(t,-1)}function M(t){return S(t,1)}function S(t,e){var r=t.w;return t[f]+e*r/2}function E(t){return t[f+\"End\"]-t[f+\"Start\"]}var L=x?A:T?function(t){return t.p-E(t)/2}:function(t){return Math.min(A(t),t.p-y.bardelta/2)},C=x?M:T?function(t){return t.p+E(t)/2}:function(t){return Math.max(M(t),t.p+y.bardelta/2)};function P(t,e,r){return a.finiteRange&&(r=0),n.inbox(t-s,e-s,r+Math.min(1,Math.abs(e-t)/g)-1)}function I(t){return P(L(t),C(t),_)}function O(t){var 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e=I(t),r=Math.cos(e);return Math.abs(r)<.1?\"middle\":r>0?\"start\":\"end\"},O.heightFn=function(t,e,r){var n=I(t);return-.5*(1+Math.sin(n))*r};var D=function(t){return l(b[0]+m*Math.cos(t),b[1]-m*Math.sin(t))};f=function(t){return D(I(t))};if(s=d.calcTicks(o),h=d.getTickSigns(o)[2],o.visible){h=\"inside\"===o.ticks?-1:1;var R=(o.linewidth||1)/2;d.drawTicks(t,o,{vals:s,layer:A,path:\"M\"+h*R+\",0h\"+h*o.ticklen,transFn:function(t){var e=I(t);return D(e)+\"rotate(\"+-c(e)+\")\"}}),d.drawLabels(t,o,{vals:s,layer:A,transFn:f,labelFns:O})}var F=[y].concat(p.gauge.steps),B=_.selectAll(\"g.bg-arc\").data(F);B.enter().append(\"g\").classed(\"bg-arc\",!0).append(\"path\"),B.select(\"path\").call(P).call(T),B.exit().remove();var N=C(p.gauge.bar.thickness),j=_.selectAll(\"g.value-arc\").data([p.gauge.bar]);j.enter().append(\"g\").classed(\"value-arc\",!0).append(\"path\");var U=j.select(\"path\");w(M)?(U.transition().duration(M.duration).ease(M.easing).each(\"end\",(function(){S&&S()})).each(\"interrupt\",(function(){S&&S()})).attrTween(\"d\",(V=N,H=L(r[0].lastY),q=L(r[0].y),function(){var t=i(H,q);return function(e){return V.endAngle(t(e))()}})),p._lastValue=r[0].y):U.attr(\"d\",\"number\"==typeof r[0].y?N.endAngle(L(r[0].y)):\"M0,0Z\");var V,H,q;U.call(T),j.exit().remove(),F=[];var G=p.gauge.threshold.value;(G||0===G)&&F.push({range:[G,G],color:p.gauge.threshold.color,line:{color:p.gauge.threshold.line.color,width:p.gauge.threshold.line.width},thickness:p.gauge.threshold.thickness});var Y=_.selectAll(\"g.threshold-arc\").data(F);Y.enter().append(\"g\").classed(\"threshold-arc\",!0).append(\"path\"),Y.select(\"path\").call(P).call(T),Y.exit().remove();var W=_.selectAll(\"g.gauge-outline\").data([x]);W.enter().append(\"g\").classed(\"gauge-outline\",!0).append(\"path\"),W.select(\"path\").call(P).call(T),W.exit().remove()}(t,0,e,{radius:U,innerRadius:V,gauge:Y,layer:W,size:B,gaugeBg:C,gaugeOutline:P,transitionOpts:r,onComplete:m});var X=O.selectAll(\"g.bullet\").data(R?e:[]);X.exit().remove();var Z=O.selectAll(\"g.bulletaxis\").data(R?e:[]);Z.exit().remove(),R&&function(t,e,r,n){var i,a,o,s,c,u=r[0].trace,f=n.gauge,p=n.layer,g=n.gaugeBg,m=n.gaugeOutline,v=n.size,x=u.domain,b=n.transitionOpts,_=n.onComplete;f.enter().append(\"g\").classed(\"bullet\",!0),f.attr(\"transform\",l(v.l,v.t)),p.enter().append(\"g\").classed(\"bulletaxis\",!0).classed(\"crisp\",!0),p.selectAll(\"g.xbulletaxistick,path,text\").remove();var A=v.h,M=u.gauge.bar.thickness*A,S=x.x[0],E=x.x[0]+(x.x[1]-x.x[0])*(u._hasNumber||u._hasDelta?1-h.bulletNumberDomainSize:1);(i=k(t,u.gauge.axis))._id=\"xbulletaxis\",i.domain=[S,E],i.setScale(),a=d.calcTicks(i),o=d.makeTransTickFn(i),s=d.getTickSigns(i)[2],c=v.t+v.h,i.visible&&(d.drawTicks(t,i,{vals:\"inside\"===i.ticks?d.clipEnds(i,a):a,layer:p,path:d.makeTickPath(i,c,s),transFn:o}),d.drawLabels(t,i,{vals:a,layer:p,transFn:o,labelFns:d.makeLabelFns(i,c)}));function L(t){t.attr(\"width\",(function(t){return Math.max(0,i.c2p(t.range[1])-i.c2p(t.range[0]))})).attr(\"x\",(function(t){return i.c2p(t.range[0])})).attr(\"y\",(function(t){return.5*(1-t.thickness)*A})).attr(\"height\",(function(t){return t.thickness*A}))}var C=[g].concat(u.gauge.steps),P=f.selectAll(\"g.bg-bullet\").data(C);P.enter().append(\"g\").classed(\"bg-bullet\",!0).append(\"rect\"),P.select(\"rect\").call(L).call(T),P.exit().remove();var I=f.selectAll(\"g.value-bullet\").data([u.gauge.bar]);I.enter().append(\"g\").classed(\"value-bullet\",!0).append(\"rect\"),I.select(\"rect\").attr(\"height\",M).attr(\"y\",(A-M)/2).call(T),w(b)?I.select(\"rect\").transition().duration(b.duration).ease(b.easing).each(\"end\",(function(){_&&_()})).each(\"interrupt\",(function(){_&&_()})).attr(\"width\",Math.max(0,i.c2p(Math.min(u.gauge.axis.range[1],r[0].y)))):I.select(\"rect\").attr(\"width\",\"number\"==typeof r[0].y?Math.max(0,i.c2p(Math.min(u.gauge.axis.range[1],r[0].y))):0);I.exit().remove();var O=r.filter((function(){return u.gauge.threshold.value||0===u.gauge.threshold.value})),z=f.selectAll(\"g.threshold-bullet\").data(O);z.enter().append(\"g\").classed(\"threshold-bullet\",!0).append(\"line\"),z.select(\"line\").attr(\"x1\",i.c2p(u.gauge.threshold.value)).attr(\"x2\",i.c2p(u.gauge.threshold.value)).attr(\"y1\",(1-u.gauge.threshold.thickness)/2*A).attr(\"y2\",(1-(1-u.gauge.threshold.thickness)/2)*A).call(y.stroke,u.gauge.threshold.line.color).style(\"stroke-width\",u.gauge.threshold.line.width),z.exit().remove();var D=f.selectAll(\"g.gauge-outline\").data([m]);D.enter().append(\"g\").classed(\"gauge-outline\",!0).append(\"rect\"),D.select(\"rect\").call(L).call(T),D.exit().remove()}(t,0,e,{gauge:X,layer:Z,size:B,gaugeBg:C,gaugeOutline:P,transitionOpts:r,onComplete:m});var J=O.selectAll(\"text.title\").data(e);J.exit().remove(),J.enter().append(\"text\").classed(\"title\",!0),J.attr(\"text-anchor\",(function(){return R?x.right:x[I.title.align]})).text(I.title.text).call(f.font,I.title.font).call(p.convertToTspans,t),J.attr(\"transform\",(function(){var t,e=B.l+B.w*b[I.title.align],r=h.titlePadding,n=f.bBox(J.node());if(z){if(D)if(I.gauge.axis.visible)t=f.bBox(W.node()).top-r-n.bottom;else t=B.t+B.h/2-U/2-n.bottom-r;R&&(t=E-(n.top+n.bottom)/2,e=B.l-h.bulletPadding*B.w)}else t=I._numbersTop-r-n.bottom;return l(e,t)}))}))}},{\"../../components/color\":366,\"../../components/drawing\":388,\"../../constants/alignment\":471,\"../../lib\":503,\"../../lib/svg_text_utils\":529,\"../../plots/cartesian/axes\":554,\"../../plots/cartesian/axis_defaults\":556,\"../../plots/cartesian/layout_attributes\":569,\"../../plots/cartesian/position_defaults\":572,\"./constants\":858,\"@plotly/d3\":58,\"d3-interpolate\":116}],862:[function(t,e,r){\"use strict\";var n=t(\"../../components/colorscale/attributes\"),i=t(\"../../plots/cartesian/axis_format_attributes\").axisHoverFormat,a=t(\"../../plots/template_attributes\").hovertemplateAttrs,o=t(\"../mesh3d/attributes\"),s=t(\"../../plots/attributes\"),l=t(\"../../lib/extend\").extendFlat,c=t(\"../../plot_api/edit_types\").overrideAll;var 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0===e.isomax||null===e.isomin?s:e.isomax,n(t,e,{vals:[e._vMin,e._vMax],containerStr:\"\",cLetter:\"c\"})}},{\"../../components/colorscale/calc\":374,\"../streamtube/calc\":1041}],864:[function(t,e,r){\"use strict\";var n=t(\"../../../stackgl_modules\").gl_mesh3d,i=t(\"../../lib/gl_format_color\").parseColorScale,a=t(\"../../lib/str2rgbarray\"),o=t(\"../../components/colorscale\").extractOpts,s=t(\"../../plots/gl3d/zip3\"),l=function(t,e){for(var r=e.length-1;r>0;r--){var n=Math.min(e[r],e[r-1]),i=Math.max(e[r],e[r-1]);if(i>n&&n<t&&t<=i)return{id:r,distRatio:(i-t)/(i-n)}}return{id:0,distRatio:0}};function c(t,e,r){this.scene=t,this.uid=r,this.mesh=e,this.name=\"\",this.data=null,this.showContour=!1}var u=c.prototype;u.handlePick=function(t){if(t.object===this.mesh){var e=t.data.index,r=this.data._meshX[e],n=this.data._meshY[e],i=this.data._meshZ[e],a=this.data._Ys.length,o=this.data._Zs.length,s=l(r,this.data._Xs).id,c=l(n,this.data._Ys).id,u=l(i,this.data._Zs).id,f=t.index=u+o*c+o*a*s;t.traceCoordinate=[this.data._meshX[f],this.data._meshY[f],this.data._meshZ[f],this.data._value[f]];var h=this.data.hovertext||this.data.text;return Array.isArray(h)&&void 0!==h[f]?t.textLabel=h[f]:h&&(t.textLabel=h),!0}},u.update=function(t){var e=this.scene,r=e.fullSceneLayout;function n(t,e,r,n){return e.map((function(e){return t.d2l(e,0,n)*r}))}this.data=h(t);var l={positions:s(n(r.xaxis,t._meshX,e.dataScale[0],t.xcalendar),n(r.yaxis,t._meshY,e.dataScale[1],t.ycalendar),n(r.zaxis,t._meshZ,e.dataScale[2],t.zcalendar)),cells:s(t._meshI,t._meshJ,t._meshK),lightPosition:[t.lightposition.x,t.lightposition.y,t.lightposition.z],ambient:t.lighting.ambient,diffuse:t.lighting.diffuse,specular:t.lighting.specular,roughness:t.lighting.roughness,fresnel:t.lighting.fresnel,vertexNormalsEpsilon:t.lighting.vertexnormalsepsilon,faceNormalsEpsilon:t.lighting.facenormalsepsilon,opacity:t.opacity,contourEnable:t.contour.show,contourColor:a(t.contour.color).slice(0,3),contourWidth:t.contour.width,useFacetNormals:t.flatshading},c=o(t);l.vertexIntensity=t._meshIntensity,l.vertexIntensityBounds=[c.min,c.max],l.colormap=i(t),this.mesh.update(l)},u.dispose=function(){this.scene.glplot.remove(this.mesh),this.mesh.dispose()};var f=[\"xyz\",\"xzy\",\"yxz\",\"yzx\",\"zxy\",\"zyx\"];function h(t){t._meshI=[],t._meshJ=[],t._meshK=[];var e,r,n,i,a,o,s,c=t.surface.show,u=t.spaceframe.show,h=t.surface.fill,p=t.spaceframe.fill,d=!1,g=!1,m=0,v=t._Xs,y=t._Ys,x=t._Zs,b=v.length,_=y.length,w=x.length,T=f.indexOf(t._gridFill.replace(/-/g,\"\").replace(/\\+/g,\"\")),k=function(t,e,r){switch(T){case 5:return r+w*e+w*_*t;case 4:return r+w*t+w*b*e;case 3:return e+_*r+_*w*t;case 2:return e+_*t+_*b*r;case 1:return t+b*r+b*w*e;default:return t+b*e+b*_*r}},A=t._minValues,M=t._maxValues,S=t._vMin,E=t._vMax;function L(t,e,s){for(var l=o.length,c=r;c<l;c++)if(t===n[c]&&e===i[c]&&s===a[c])return c;return-1}function C(){r=e}function P(){n=[],i=[],a=[],o=[],e=0,C()}function I(t,r,s,l){return n.push(t),i.push(r),a.push(s),o.push(l),++e-1}function O(t,e,r){for(var n=[],i=0;i<t.length;i++)n[i]=t[i]*(1-r)+r*e[i];return n}function z(t){s=t}function D(t,e){return\"all\"===t||null===t||t.indexOf(e)>-1}function R(t,e){return null===t?e:t}function F(e,r,n){C();var i,a,o,l=[r],c=[n];if(s>=1)l=[r],c=[n];else if(s>0){var u=function(t,e){var 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r=t._ticktext.length;r<e.uniqueValues.length;r++)t._ticktext.push(e.uniqueValues[r])}(t,m[e])}));var v,y=e.line;y?(i(e,\"line\")&&a(t,e,{vals:e.line.color,containerStr:\"line\",cLetter:\"c\"}),v=s.tryColorscale(y)):v=l.identity;var x,b,_,w,T,k=r[0].values.length,A={},M=m.map((function(t){return t.inds}));for(g=0,x=0;x<k;x++){var S=[];for(b=0;b<M.length;b++)S.push(M[b][x]);d=p[x%p.length],g+=d;var E=(_=x,w=void 0,T=void 0,l.isArrayOrTypedArray(y.color)?T=w=y.color[_%y.color.length]:w=y.color,{color:v(w),rawColor:T}),L=S+\"-\"+E.rawColor;void 0===A[L]&&(A[L]=f(S,E.color,E.rawColor)),h(A[L],x,d)}var C,P=r.map((function(t,e){return function(t,e,r,n,i){return{dimensionInd:t,containerInd:e,displayInd:r,dimensionLabel:n,count:i,categories:[],dragX:null}}(e,t._index,t._displayindex,t.label,g)}));for(x=0;x<k;x++)for(d=p[x%p.length],b=0;b<P.length;b++){var I=P[b].containerInd,O=m[b].inds[x],z=P[b].categories;if(void 0===z[O]){var D=e.dimensions[I]._categoryarray[O],R=e.dimensions[I]._ticktext[O];z[O]={dimensionInd:b,categoryInd:C=O,categoryValue:D,displayInd:C,categoryLabel:R,valueInds:[],count:0,dragY:null}}u(z[O],x,d)}return n(function(t,e,r){var n=t.map((function(t){return t.categories.length})).reduce((function(t,e){return Math.max(t,e)}));return{dimensions:t,paths:e,trace:void 0,maxCats:n,count:r}}(P,A,g))}},{\"../../components/colorscale/calc\":374,\"../../components/colorscale/helpers\":377,\"../../components/drawing\":388,\"../../lib\":503,\"../../lib/filter_unique.js\":494,\"../../lib/gup\":500,\"fast-isnumeric\":190}],884:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../components/colorscale/helpers\").hasColorscale,a=t(\"../../components/colorscale/defaults\"),o=t(\"../../plots/domain\").defaults,s=t(\"../../plots/array_container_defaults\"),l=t(\"./attributes\"),c=t(\"../parcoords/merge_length\");function u(t,e){function r(r,i){return n.coerce(t,e,l.dimensions,r,i)}var 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g={family:f.font.family,size:Math.round(f.font.size),color:f.font.color};n.coerceFont(h,\"labelfont\",g);var m={family:f.font.family,size:Math.round(f.font.size/1.2),color:f.font.color};n.coerceFont(h,\"tickfont\",m)}},{\"../../components/colorscale/defaults\":376,\"../../components/colorscale/helpers\":377,\"../../lib\":503,\"../../plots/array_container_defaults\":549,\"../../plots/domain\":584,\"../parcoords/merge_length\":897,\"./attributes\":881}],885:[function(t,e,r){\"use strict\";e.exports={attributes:t(\"./attributes\"),supplyDefaults:t(\"./defaults\"),calc:t(\"./calc\"),plot:t(\"./plot\"),colorbar:{container:\"line\",min:\"cmin\",max:\"cmax\"},moduleType:\"trace\",name:\"parcats\",basePlotModule:t(\"./base_plot\"),categories:[\"noOpacity\"],meta:{}}},{\"./attributes\":881,\"./base_plot\":882,\"./calc\":883,\"./defaults\":884,\"./plot\":887}],886:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"d3-interpolate\").interpolateNumber,a=t(\"../../plot_api/plot_api\"),o=t(\"../../components/fx\"),s=t(\"../../lib\"),l=s.strTranslate,c=t(\"../../components/drawing\"),u=t(\"tinycolor2\"),f=t(\"../../lib/svg_text_utils\");function h(t,e,r,i){var a=t.map(F.bind(0,e,r)),o=i.selectAll(\"g.parcatslayer\").data([null]);o.enter().append(\"g\").attr(\"class\",\"parcatslayer\").style(\"pointer-events\",\"all\");var u=o.selectAll(\"g.trace.parcats\").data(a,p),h=u.enter().append(\"g\").attr(\"class\",\"trace parcats\");u.attr(\"transform\",(function(t){return l(t.x,t.y)})),h.append(\"g\").attr(\"class\",\"paths\");var y=u.select(\"g.paths\").selectAll(\"path.path\").data((function(t){return t.paths}),p);y.attr(\"fill\",(function(t){return t.model.color}));var x=y.enter().append(\"path\").attr(\"class\",\"path\").attr(\"stroke-opacity\",0).attr(\"fill\",(function(t){return t.model.color})).attr(\"fill-opacity\",0);_(x),y.attr(\"d\",(function(t){return t.svgD})),x.empty()||y.sort(g),y.exit().remove(),y.on(\"mouseover\",m).on(\"mouseout\",v).on(\"click\",b),h.append(\"g\").attr(\"class\",\"dimensions\");var w=u.select(\"g.dimensions\").selectAll(\"g.dimension\").data((function(t){return t.dimensions}),p);w.enter().append(\"g\").attr(\"class\",\"dimension\"),w.attr(\"transform\",(function(t){return l(t.x,0)})),w.exit().remove();var A=w.selectAll(\"g.category\").data((function(t){return t.categories}),p),M=A.enter().append(\"g\").attr(\"class\",\"category\");A.attr(\"transform\",(function(t){return l(0,t.y)})),M.append(\"rect\").attr(\"class\",\"catrect\").attr(\"pointer-events\",\"none\"),A.select(\"rect.catrect\").attr(\"fill\",\"none\").attr(\"width\",(function(t){return t.width})).attr(\"height\",(function(t){return t.height})),T(M);var S=A.selectAll(\"rect.bandrect\").data((function(t){return t.bands}),p);S.each((function(){s.raiseToTop(this)})),S.attr(\"fill\",(function(t){return t.color}));var E=S.enter().append(\"rect\").attr(\"class\",\"bandrect\").attr(\"stroke-opacity\",0).attr(\"fill\",(function(t){return t.color})).attr(\"fill-opacity\",0);S.attr(\"fill\",(function(t){return t.color})).attr(\"width\",(function(t){return t.width})).attr(\"height\",(function(t){return t.height})).attr(\"y\",(function(t){return t.y})).attr(\"cursor\",(function(t){return\"fixed\"===t.parcatsViewModel.arrangement?\"default\":\"perpendicular\"===t.parcatsViewModel.arrangement?\"ns-resize\":\"move\"})),k(E),S.exit().remove(),M.append(\"text\").attr(\"class\",\"catlabel\").attr(\"pointer-events\",\"none\");var z=e._fullLayout.paper_bgcolor;A.select(\"text.catlabel\").attr(\"text-anchor\",(function(t){return d(t)?\"start\":\"end\"})).attr(\"alignment-baseline\",\"middle\").style(\"text-shadow\",f.makeTextShadow(z)).style(\"fill\",\"rgb(0, 0, 0)\").attr(\"x\",(function(t){return d(t)?t.width+5:-5})).attr(\"y\",(function(t){return t.height/2})).text((function(t){return t.model.categoryLabel})).each((function(t){c.font(n.select(this),t.parcatsViewModel.categorylabelfont),f.convertToTspans(n.select(this),e)})),M.append(\"text\").attr(\"class\",\"dimlabel\"),A.select(\"text.dimlabel\").attr(\"text-anchor\",\"middle\").attr(\"alignment-baseline\",\"baseline\").attr(\"cursor\",(function(t){return\"fixed\"===t.parcatsViewModel.arrangement?\"default\":\"ew-resize\"})).attr(\"x\",(function(t){return t.width/2})).attr(\"y\",-5).text((function(t,e){return 0===e?t.parcatsViewModel.model.dimensions[t.model.dimensionInd].dimensionLabel:null})).each((function(t){c.font(n.select(this),t.parcatsViewModel.labelfont)})),A.selectAll(\"rect.bandrect\").on(\"mouseover\",L).on(\"mouseout\",C),A.exit().remove(),w.call(n.behavior.drag().origin((function(t){return{x:t.x,y:0}})).on(\"dragstart\",P).on(\"drag\",I).on(\"dragend\",O)),u.each((function(t){t.traceSelection=n.select(this),t.pathSelection=n.select(this).selectAll(\"g.paths\").selectAll(\"path.path\"),t.dimensionSelection=n.select(this).selectAll(\"g.dimensions\").selectAll(\"g.dimension\")})),u.exit().remove()}function p(t){return t.key}function d(t){var e=t.parcatsViewModel.dimensions.length,r=t.parcatsViewModel.dimensions[e-1].model.dimensionInd;return t.model.dimensionInd===r}function g(t,e){return t.model.rawColor>e.model.rawColor?1:t.model.rawColor<e.model.rawColor?-1:0}function 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b=t.parcatsViewModel.x+i,_=t.parcatsViewModel.y+a,T=u.mostReadable(t.model.color,[\"black\",\"white\"]),k=t.model.count,A=k/t.parcatsViewModel.model.count,M={countLabel:k,probabilityLabel:A.toFixed(3)},S=[];-1!==t.parcatsViewModel.hoverinfoItems.indexOf(\"count\")&&S.push([\"Count:\",M.countLabel].join(\" \")),-1!==t.parcatsViewModel.hoverinfoItems.indexOf(\"probability\")&&S.push([\"P:\",M.probabilityLabel].join(\" \"));var E=S.join(\"<br>\"),L=n.mouse(f)[0];o.loneHover({trace:h,x:b-d.left+g.left,y:_-d.top+g.top,text:E,color:t.model.color,borderColor:\"black\",fontFamily:'Monaco, \"Courier New\", monospace',fontSize:10,fontColor:T,idealAlign:L<b?\"right\":\"left\",hovertemplate:(h.line||{}).hovertemplate,hovertemplateLabels:M,eventData:[{data:h._input,fullData:h,count:k,probability:A}]},{container:p._hoverlayer.node(),outerContainer:p._paper.node(),gd:f})}}}function v(t){if(!t.parcatsViewModel.dragDimension&&(_(n.select(this)),o.loneUnhover(t.parcatsViewModel.graphDiv._fullLayout._hoverlayer.node()),t.parcatsViewModel.pathSelection.sort(g),-1===t.parcatsViewModel.hoverinfoItems.indexOf(\"skip\"))){var e=y(t),r=x(t);t.parcatsViewModel.graphDiv.emit(\"plotly_unhover\",{points:e,event:n.event,constraints:r})}}function y(t){for(var e=[],r=z(t.parcatsViewModel),n=0;n<t.model.valueInds.length;n++){var i=t.model.valueInds[n];e.push({curveNumber:r,pointNumber:i})}return e}function x(t){for(var e={},r=t.parcatsViewModel.model.dimensions,n=0;n<r.length;n++){var i=r[n],a=i.categories[t.model.categoryInds[n]];e[i.containerInd]=a.categoryValue}return void 0!==t.model.rawColor&&(e.color=t.model.rawColor),e}function b(t){if(-1===t.parcatsViewModel.hoverinfoItems.indexOf(\"skip\")){var e=y(t),r=x(t);t.parcatsViewModel.graphDiv.emit(\"plotly_click\",{points:e,event:n.event,constraints:r})}}function _(t){t.attr(\"fill\",(function(t){return t.model.color})).attr(\"fill-opacity\",.6).attr(\"stroke\",\"lightgray\").attr(\"stroke-width\",.2).attr(\"stroke-opacity\",1)}function w(t){t.attr(\"fill-opacity\",.8).attr(\"stroke\",(function(t){return u.mostReadable(t.model.color,[\"black\",\"white\"])})).attr(\"stroke-width\",.3)}function T(t){t.select(\"rect.catrect\").attr(\"stroke\",\"black\").attr(\"stroke-width\",1).attr(\"stroke-opacity\",1)}function k(t){t.attr(\"stroke\",\"black\").attr(\"stroke-width\",.2).attr(\"stroke-opacity\",1).attr(\"fill-opacity\",1)}function A(t){var e=t.parcatsViewModel.pathSelection,r=t.categoryViewModel.model.dimensionInd,n=t.categoryViewModel.model.categoryInd;return e.filter((function(e){return e.model.categoryInds[r]===n&&e.model.color===t.color}))}function M(t,e,r){var i=n.select(t).datum(),a=i.categoryViewModel.model,o=i.parcatsViewModel.graphDiv,s=n.select(t.parentNode).selectAll(\"rect.bandrect\"),l=[];s.each((function(t){A(t).each((function(t){Array.prototype.push.apply(l,y(t))}))}));var c={};c[a.dimensionInd]=a.categoryValue,o.emit(e,{points:l,event:r,constraints:c})}function S(t,e,r){var i=n.select(t).datum(),a=i.categoryViewModel.model,o=i.parcatsViewModel.graphDiv,s=A(i),l=[];s.each((function(t){Array.prototype.push.apply(l,y(t))}));var c={};c[a.dimensionInd]=a.categoryValue,void 0!==i.rawColor&&(c.color=i.rawColor),o.emit(e,{points:l,event:r,constraints:c})}function E(t,e,r){t._fullLayout._calcInverseTransform(t);var i,a,o=t._fullLayout._invScaleX,s=t._fullLayout._invScaleY,l=n.select(r.parentNode).select(\"rect.catrect\"),c=l.node().getBoundingClientRect(),u=l.datum(),f=u.parcatsViewModel,h=f.model.dimensions[u.model.dimensionInd],p=f.trace,d=c.top+c.height/2;f.dimensions.length>1&&h.displayInd===f.dimensions.length-1?(i=c.left,a=\"left\"):(i=c.left+c.width,a=\"right\");var g=u.model.count,m=u.model.categoryLabel,v=g/u.parcatsViewModel.model.count,y={countLabel:g,categoryLabel:m,probabilityLabel:v.toFixed(3)},x=[];-1!==u.parcatsViewModel.hoverinfoItems.indexOf(\"count\")&&x.push([\"Count:\",y.countLabel].join(\" \")),-1!==u.parcatsViewModel.hoverinfoItems.indexOf(\"probability\")&&x.push([\"P(\"+y.categoryLabel+\"):\",y.probabilityLabel].join(\" \"));var b=x.join(\"<br>\");return{trace:p,x:o*(i-e.left),y:s*(d-e.top),text:b,color:\"lightgray\",borderColor:\"black\",fontFamily:'Monaco, \"Courier New\", 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e=A(t);w(e),e.each((function(){s.raiseToTop(this)}))})),n.select(t.parentNode).select(\"rect.catrect\").attr(\"stroke\",\"black\").attr(\"stroke-width\",2.5)}(this),M(this,\"plotly_hover\",n.event)),-1===t.parcatsViewModel.hoverinfoItems.indexOf(\"none\"))\"category\"===l?e=E(r,a,this):\"color\"===l?e=function(t,e,r){t._fullLayout._calcInverseTransform(t);var i,a,o=t._fullLayout._invScaleX,s=t._fullLayout._invScaleY,l=r.getBoundingClientRect(),c=n.select(r).datum(),f=c.categoryViewModel,h=f.parcatsViewModel,p=h.model.dimensions[f.model.dimensionInd],d=h.trace,g=l.y+l.height/2;h.dimensions.length>1&&p.displayInd===h.dimensions.length-1?(i=l.left,a=\"left\"):(i=l.left+l.width,a=\"right\");var m=f.model.categoryLabel,v=c.parcatsViewModel.model.count,y=0;c.categoryViewModel.bands.forEach((function(t){t.color===c.color&&(y+=t.count)}));var x=f.model.count,b=0;h.pathSelection.each((function(t){t.model.color===c.color&&(b+=t.model.count)}));var _=y/v,w=y/b,T=y/x,k={countLabel:v,categoryLabel:m,probabilityLabel:_.toFixed(3)},A=[];-1!==f.parcatsViewModel.hoverinfoItems.indexOf(\"count\")&&A.push([\"Count:\",k.countLabel].join(\" \")),-1!==f.parcatsViewModel.hoverinfoItems.indexOf(\"probability\")&&(A.push(\"P(color \\u2229 \"+m+\"): \"+k.probabilityLabel),A.push(\"P(\"+m+\" | color): \"+w.toFixed(3)),A.push(\"P(color | \"+m+\"): \"+T.toFixed(3)));var M=A.join(\"<br>\"),S=u.mostReadable(c.color,[\"black\",\"white\"]);return{trace:d,x:o*(i-e.left),y:s*(g-e.top),text:M,color:c.color,borderColor:\"black\",fontFamily:'Monaco, \"Courier New\", monospace',fontColor:S,fontSize:10,idealAlign:a,hovertemplate:d.hovertemplate,hovertemplateLabels:k,eventData:[{data:d._input,fullData:d,category:m,count:v,probability:_,categorycount:x,colorcount:b,bandcolorcount:y}]}}(r,a,this):\"dimension\"===l&&(e=function(t,e,r){var i=[];return n.select(r.parentNode.parentNode).selectAll(\"g.category\").select(\"rect.catrect\").each((function(){i.push(E(t,e,this))})),i}(r,a,this)),e&&o.loneHover(e,{container:i._hoverlayer.node(),outerContainer:i._paper.node(),gd:r})}}function C(t){var e=t.parcatsViewModel;if(!e.dragDimension&&(_(e.pathSelection),T(e.dimensionSelection.selectAll(\"g.category\")),k(e.dimensionSelection.selectAll(\"g.category\").selectAll(\"rect.bandrect\")),o.loneUnhover(e.graphDiv._fullLayout._hoverlayer.node()),e.pathSelection.sort(g),-1===e.hoverinfoItems.indexOf(\"skip\"))){\"color\"===t.parcatsViewModel.hoveron?S(this,\"plotly_unhover\",n.event):M(this,\"plotly_unhover\",n.event)}}function P(t){\"fixed\"!==t.parcatsViewModel.arrangement&&(t.dragDimensionDisplayInd=t.model.displayInd,t.initialDragDimensionDisplayInds=t.parcatsViewModel.model.dimensions.map((function(t){return t.displayInd})),t.dragHasMoved=!1,t.dragCategoryDisplayInd=null,n.select(this).selectAll(\"g.category\").select(\"rect.catrect\").each((function(e){var r=n.mouse(this)[0],i=n.mouse(this)[1];-2<=r&&r<=e.width+2&&-2<=i&&i<=e.height+2&&(t.dragCategoryDisplayInd=e.model.displayInd,t.initialDragCategoryDisplayInds=t.model.categories.map((function(t){return t.displayInd})),e.model.dragY=e.y,s.raiseToTop(this.parentNode),n.select(this.parentNode).selectAll(\"rect.bandrect\").each((function(e){e.y<i&&i<=e.y+e.height&&(t.potentialClickBand=this)})))})),t.parcatsViewModel.dragDimension=t,o.loneUnhover(t.parcatsViewModel.graphDiv._fullLayout._hoverlayer.node()))}function I(t){if(\"fixed\"!==t.parcatsViewModel.arrangement&&(t.dragHasMoved=!0,null!==t.dragDimensionDisplayInd)){var e=t.dragDimensionDisplayInd,r=e-1,i=e+1,a=t.parcatsViewModel.dimensions[e];if(null!==t.dragCategoryDisplayInd){var o=a.categories[t.dragCategoryDisplayInd];o.model.dragY+=n.event.dy;var s=o.model.dragY,l=o.model.displayInd,c=a.categories,u=c[l-1],f=c[l+1];void 0!==u&&s<u.y+u.height/2&&(o.model.displayInd=u.model.displayInd,u.model.displayInd=l),void 0!==f&&s+o.height>f.y+f.height/2&&(o.model.displayInd=f.model.displayInd,f.model.displayInd=l),t.dragCategoryDisplayInd=o.model.displayInd}if(null===t.dragCategoryDisplayInd||\"freeform\"===t.parcatsViewModel.arrangement){a.model.dragX=n.event.x;var h=t.parcatsViewModel.dimensions[r],p=t.parcatsViewModel.dimensions[i];void 0!==h&&a.model.dragX<h.x+h.width&&(a.model.displayInd=h.model.displayInd,h.model.displayInd=e),void 0!==p&&a.model.dragX+a.width>p.x&&(a.model.displayInd=p.model.displayInd,p.model.displayInd=t.dragDimensionDisplayInd),t.dragDimensionDisplayInd=a.model.displayInd}j(t.parcatsViewModel),N(t.parcatsViewModel),R(t.parcatsViewModel),D(t.parcatsViewModel)}}function O(t){if(\"fixed\"!==t.parcatsViewModel.arrangement&&null!==t.dragDimensionDisplayInd){n.select(this).selectAll(\"text\").attr(\"font-weight\",\"normal\");var e={},r=z(t.parcatsViewModel),i=t.parcatsViewModel.model.dimensions.map((function(t){return t.displayInd})),o=t.initialDragDimensionDisplayInds.some((function(t,e){return t!==i[e]}));o&&i.forEach((function(r,n){var i=t.parcatsViewModel.model.dimensions[n].containerInd;e[\"dimensions[\"+i+\"].displayindex\"]=r}));var s=!1;if(null!==t.dragCategoryDisplayInd){var l=t.model.categories.map((function(t){return t.displayInd}));if(s=t.initialDragCategoryDisplayInds.some((function(t,e){return t!==l[e]}))){var c=t.model.categories.slice().sort((function(t,e){return t.displayInd-e.displayInd})),u=c.map((function(t){return t.categoryValue})),f=c.map((function(t){return t.categoryLabel}));e[\"dimensions[\"+t.model.containerInd+\"].categoryarray\"]=[u],e[\"dimensions[\"+t.model.containerInd+\"].ticktext\"]=[f],e[\"dimensions[\"+t.model.containerInd+\"].categoryorder\"]=\"array\"}}if(-1===t.parcatsViewModel.hoverinfoItems.indexOf(\"skip\")&&!t.dragHasMoved&&t.potentialClickBand&&(\"color\"===t.parcatsViewModel.hoveron?S(t.potentialClickBand,\"plotly_click\",n.event.sourceEvent):M(t.potentialClickBand,\"plotly_click\",n.event.sourceEvent)),t.model.dragX=null,null!==t.dragCategoryDisplayInd)t.parcatsViewModel.dimensions[t.dragDimensionDisplayInd].categories[t.dragCategoryDisplayInd].model.dragY=null,t.dragCategoryDisplayInd=null;t.dragDimensionDisplayInd=null,t.parcatsViewModel.dragDimension=null,t.dragHasMoved=null,t.potentialClickBand=null,j(t.parcatsViewModel),N(t.parcatsViewModel),n.transition().duration(300).ease(\"cubic-in-out\").each((function(){R(t.parcatsViewModel,!0),D(t.parcatsViewModel,!0)})).each(\"end\",(function(){(o||s)&&a.restyle(t.parcatsViewModel.graphDiv,e,[r])}))}}function z(t){for(var e,r=t.graphDiv._fullData,n=0;n<r.length;n++)if(t.key===r[n].uid){e=n;break}return e}function D(t,e){var r;void 0===e&&(e=!1),t.pathSelection.data((function(t){return t.paths}),p),(r=t.pathSelection,e?r.transition():r).attr(\"d\",(function(t){return t.svgD}))}function R(t,e){function r(t){return e?t.transition():t}void 0===e&&(e=!1),t.dimensionSelection.data((function(t){return t.dimensions}),p);var i=t.dimensionSelection.selectAll(\"g.category\").data((function(t){return t.categories}),p);r(t.dimensionSelection).attr(\"transform\",(function(t){return l(t.x,0)})),r(i).attr(\"transform\",(function(t){return l(0,t.y)})),i.select(\".dimlabel\").text((function(t,e){return 0===e?t.parcatsViewModel.model.dimensions[t.model.dimensionInd].dimensionLabel:null})),i.select(\".catlabel\").attr(\"text-anchor\",(function(t){return d(t)?\"start\":\"end\"})).attr(\"x\",(function(t){return d(t)?t.width+5:-5})).each((function(t){var e,r;d(t)?(e=t.width+5,r=\"start\"):(e=-5,r=\"end\"),n.select(this).selectAll(\"tspan\").attr(\"x\",e).attr(\"text-anchor\",r)}));var a=i.selectAll(\"rect.bandrect\").data((function(t){return t.bands}),p),o=a.enter().append(\"rect\").attr(\"class\",\"bandrect\").attr(\"cursor\",\"move\").attr(\"stroke-opacity\",0).attr(\"fill\",(function(t){return t.color})).attr(\"fill-opacity\",0);a.attr(\"fill\",(function(t){return t.color})).attr(\"width\",(function(t){return t.width})).attr(\"height\",(function(t){return t.height})).attr(\"y\",(function(t){return t.y})),k(o),a.each((function(){s.raiseToTop(this)})),a.exit().remove()}function F(t,e,r){var n,i=r[0],a=e.margin||{l:80,r:80,t:100,b:80},o=i.trace,s=o.domain,l=e.width,c=e.height,u=Math.floor(l*(s.x[1]-s.x[0])),f=Math.floor(c*(s.y[1]-s.y[0])),h=s.x[0]*l+a.l,p=e.height-s.y[1]*e.height+a.t,d=o.line.shape;n=\"all\"===o.hoverinfo?[\"count\",\"probability\"]:(o.hoverinfo||\"\").split(\"+\");var g={trace:o,key:o.uid,model:i,x:h,y:p,width:u,height:f,hoveron:o.hoveron,hoverinfoItems:n,arrangement:o.arrangement,bundlecolors:o.bundlecolors,sortpaths:o.sortpaths,labelfont:o.labelfont,categorylabelfont:o.tickfont,pathShape:d,dragDimension:null,margin:a,paths:[],dimensions:[],graphDiv:t,traceSelection:null,pathSelection:null,dimensionSelection:null};return i.dimensions&&(j(g),N(g)),g}function B(t,e,r,n,a){var o,s,l=[],c=[];for(s=0;s<r.length-1;s++)o=i(r[s]+t[s],t[s+1]),l.push(o(a)),c.push(o(1-a));var u=\"M \"+t[0]+\",\"+e[0];for(u+=\"l\"+r[0]+\",0 \",s=1;s<r.length;s++)u+=\"C\"+l[s-1]+\",\"+e[s-1]+\" \"+c[s-1]+\",\"+e[s]+\" \"+t[s]+\",\"+e[s],u+=\"l\"+r[s]+\",0 \";for(u+=\"l0,\"+n+\" \",u+=\"l -\"+r[r.length-1]+\",0 \",s=r.length-2;s>=0;s--)u+=\"C\"+c[s]+\",\"+(e[s+1]+n)+\" \"+l[s]+\",\"+(e[s]+n)+\" \"+(t[s]+r[s])+\",\"+(e[s]+n),u+=\"l-\"+r[s]+\",0 \";return u+=\"Z\"}function N(t){var e=t.dimensions,r=t.model,n=e.map((function(t){return t.categories.map((function(t){return t.y}))})),i=t.model.dimensions.map((function(t){return t.categories.map((function(t){return t.displayInd}))})),a=t.model.dimensions.map((function(t){return t.displayInd})),o=t.dimensions.map((function(t){return t.model.dimensionInd})),s=e.map((function(t){return t.x})),l=e.map((function(t){return t.width})),c=[];for(var u in r.paths)r.paths.hasOwnProperty(u)&&c.push(r.paths[u]);function f(t){var e=t.categoryInds.map((function(t,e){return i[e][t]}));return o.map((function(t){return e[t]}))}c.sort((function(e,r){var n=f(e),i=f(r);return\"backward\"===t.sortpaths&&(n.reverse(),i.reverse()),n.push(e.valueInds[0]),i.push(r.valueInds[0]),t.bundlecolors&&(n.unshift(e.rawColor),i.unshift(r.rawColor)),n<i?-1:n>i?1:0}));for(var h=new Array(c.length),p=e[0].model.count,d=e[0].categories.map((function(t){return t.height})).reduce((function(t,e){return t+e})),g=0;g<c.length;g++){var m,v=c[g];m=p>0?d*(v.count/p):0;for(var y,x=new Array(n.length),b=0;b<v.categoryInds.length;b++){var 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n=t(\"../../components/colorscale/attributes\"),i=t(\"../../plots/cartesian/layout_attributes\"),a=t(\"../../plots/font_attributes\"),o=t(\"../../plots/domain\").attributes,s=t(\"../../lib/extend\").extendFlat,l=t(\"../../plot_api/plot_template\").templatedArray;e.exports={domain:o({name:\"parcoords\",trace:!0,editType:\"plot\"}),labelangle:{valType:\"angle\",dflt:0,editType:\"plot\"},labelside:{valType:\"enumerated\",values:[\"top\",\"bottom\"],dflt:\"top\",editType:\"plot\"},labelfont:a({editType:\"plot\"}),tickfont:a({editType:\"plot\"}),rangefont:a({editType:\"plot\"}),dimensions:l(\"dimension\",{label:{valType:\"string\",editType:\"plot\"},tickvals:s({},i.tickvals,{editType:\"plot\"}),ticktext:s({},i.ticktext,{editType:\"plot\"}),tickformat:s({},i.tickformat,{editType:\"plot\"}),visible:{valType:\"boolean\",dflt:!0,editType:\"plot\"},range:{valType:\"info_array\",items:[{valType:\"number\",editType:\"plot\"},{valType:\"number\",editType:\"plot\"}],editType:\"plot\"},constraintrange:{valType:\"info_array\",freeLength:!0,dimensions:\"1-2\",items:[{valType:\"any\",editType:\"plot\"},{valType:\"any\",editType:\"plot\"}],editType:\"plot\"},multiselect:{valType:\"boolean\",dflt:!0,editType:\"plot\"},values:{valType:\"data_array\",editType:\"calc\"},editType:\"calc\"}),line:s({editType:\"calc\"},n(\"line\",{colorscaleDflt:\"Viridis\",autoColorDflt:!1,editTypeOverride:\"calc\"}))}},{\"../../components/colorscale/attributes\":373,\"../../lib/extend\":493,\"../../plot_api/plot_template\":543,\"../../plots/cartesian/layout_attributes\":569,\"../../plots/domain\":584,\"../../plots/font_attributes\":585}],889:[function(t,e,r){\"use strict\";var n=t(\"./constants\"),i=t(\"@plotly/d3\"),a=t(\"../../lib/gup\").keyFun,o=t(\"../../lib/gup\").repeat,s=t(\"../../lib\").sorterAsc,l=t(\"../../lib\").strTranslate,c=n.bar.snapRatio;function u(t,e){return t*(1-c)+e*c}var f=n.bar.snapClose;function h(t,e){return t*(1-f)+e*f}function p(t,e,r,n){if(function(t,e){for(var r=0;r<e.length;r++)if(t>=e[r][0]&&t<=e[r][1])return!0;return!1}(r,n))return r;var i=t?-1:1,a=0,o=e.length-1;if(i<0){var s=a;a=o,o=s}for(var l=e[a],c=l,f=a;i*f<i*o;f+=i){var p=f+i,d=e[p];if(i*r<i*h(l,d))return u(l,c);if(i*r<i*d||p===o)return u(d,l);c=l,l=d}}function d(t){t.attr(\"x\",-n.bar.captureWidth/2).attr(\"width\",n.bar.captureWidth)}function g(t){t.attr(\"visibility\",\"visible\").style(\"visibility\",\"visible\").attr(\"fill\",\"yellow\").attr(\"opacity\",0)}function m(t){if(!t.brush.filterSpecified)return\"0,\"+t.height;for(var 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k(t){t.on(\"mousemove\",(function(t){i.event.preventDefault(),t.parent.inBrushDrag||T(this,t)})).on(\"mouseleave\",(function(t){t.parent.inBrushDrag||y()})).call(i.behavior.drag().on(\"dragstart\",(function(t){!function(t,e){i.event.sourceEvent.stopPropagation();var r=e.height-i.mouse(t)[1]-2*n.verticalPadding,a=e.unitToPaddedPx.invert(r),o=e.brush,s=_(e,r),l=s.interval,c=o.svgBrush;if(c.wasDragged=!1,c.grabbingBar=\"ns\"===s.region,c.grabbingBar){var u=l.map(e.unitToPaddedPx);c.grabPoint=r-u[0]-n.verticalPadding,c.barLength=u[1]-u[0]}c.clickableOrdinalRange=s.clickableOrdinalRange,c.stayingIntervals=e.multiselect&&o.filterSpecified?o.filter.getConsolidated():[],l&&(c.stayingIntervals=c.stayingIntervals.filter((function(t){return t[0]!==l[0]&&t[1]!==l[1]}))),c.startExtent=s.region?l[\"s\"===s.region?1:0]:a,e.parent.inBrushDrag=!0,c.brushStartCallback()}(this,t)})).on(\"drag\",(function(t){w(this,t)})).on(\"dragend\",(function(t){!function(t,e){var r=e.brush,n=r.filter,a=r.svgBrush;a._dragging||(T(t,e),w(t,e),e.brush.svgBrush.wasDragged=!1),a._dragging=!1,i.event.sourceEvent.stopPropagation();var o=a.grabbingBar;if(a.grabbingBar=!1,a.grabLocation=void 0,e.parent.inBrushDrag=!1,y(),!a.wasDragged)return a.wasDragged=void 0,a.clickableOrdinalRange?r.filterSpecified&&e.multiselect?a.extent.push(a.clickableOrdinalRange):(a.extent=[a.clickableOrdinalRange],r.filterSpecified=!0):o?(a.extent=a.stayingIntervals,0===a.extent.length&&M(r)):M(r),a.brushCallback(e),b(t.parentNode),void a.brushEndCallback(r.filterSpecified?n.getConsolidated():[]);var s=function(){n.set(n.getConsolidated())};if(e.ordinal){var l=e.unitTickvals;l[l.length-1]<l[0]&&l.reverse(),a.newExtent=[p(0,l,a.newExtent[0],a.stayingIntervals),p(1,l,a.newExtent[1],a.stayingIntervals)];var c=a.newExtent[1]>a.newExtent[0];a.extent=a.stayingIntervals.concat(c?[a.newExtent]:[]),a.extent.length||M(r),a.brushCallback(e),c?b(t.parentNode,s):(s(),b(t.parentNode))}else s();a.brushEndCallback(r.filterSpecified?n.getConsolidated():[])}(this,t)})))}function A(t,e){return t[0]-e[0]}function M(t){t.filterSpecified=!1,t.svgBrush.extent=[[-1/0,1/0]]}function S(t){for(var e,r=t.slice(),n=[],i=r.shift();i;){for(e=i.slice();(i=r.shift())&&i[0]<=e[1];)e[1]=Math.max(e[1],i[1]);n.push(e)}return 1===n.length&&n[0][0]>n[0][1]&&(n=[]),n}e.exports={makeBrush:function(t,e,r,n,i,a){var o,l=function(){var t,e,r=[];return{set:function(n){1===(r=n.map((function(t){return t.slice().sort(s)})).sort(A)).length&&r[0][0]===-1/0&&r[0][1]===1/0&&(r=[[0,-1]]),t=S(r),e=r.reduce((function(t,e){return[Math.min(t[0],e[0]),Math.max(t[1],e[1])]}),[1/0,-1/0])},get:function(){return r.slice()},getConsolidated:function(){return t},getBounds:function(){return e}}}();return l.set(r),{filter:l,filterSpecified:e,svgBrush:{extent:[],brushStartCallback:n,brushCallback:(o=i,function(t){var e=t.brush,r=function(t){return t.svgBrush.extent.map((function(t){return t.slice()}))}(e).slice();e.filter.set(r),o()}),brushEndCallback:a}}},ensureAxisBrush:function(t,e){var r=t.selectAll(\".\"+n.cn.axisBrush).data(o,a);r.enter().append(\"g\").classed(n.cn.axisBrush,!0),function(t,e){var r=t.selectAll(\".background\").data(o);r.enter().append(\"rect\").classed(\"background\",!0).call(d).call(g).style(\"pointer-events\",\"auto\").attr(\"transform\",l(0,n.verticalPadding)),r.call(k).attr(\"height\",(function(t){return t.height-n.verticalPadding}));var i=t.selectAll(\".highlight-shadow\").data(o);i.enter().append(\"line\").classed(\"highlight-shadow\",!0).attr(\"x\",-n.bar.width/2).attr(\"stroke-width\",n.bar.width+n.bar.strokeWidth).attr(\"stroke\",e).attr(\"opacity\",n.bar.strokeOpacity).attr(\"stroke-linecap\",\"butt\"),i.attr(\"y1\",(function(t){return t.height})).call(x);var a=t.selectAll(\".highlight\").data(o);a.enter().append(\"line\").classed(\"highlight\",!0).attr(\"x\",-n.bar.width/2).attr(\"stroke-width\",n.bar.width-n.bar.strokeWidth).attr(\"stroke\",n.bar.fillColor).attr(\"opacity\",n.bar.fillOpacity).attr(\"stroke-linecap\",\"butt\"),a.attr(\"y1\",(function(t){return t.height})).call(x)}(r,e)},cleanRanges:function(t,e){if(Array.isArray(t[0])?(t=t.map((function(t){return t.sort(s)})),t=e.multiselect?S(t.sort(A)):[t[0]]):t=[t.sort(s)],e.tickvals){var r=e.tickvals.slice().sort(s);if(!(t=t.map((function(t){var e=[p(0,r,t[0],[]),p(1,r,t[1],[])];if(e[1]>e[0])return e})).filter((function(t){return t}))).length)return}return t.length>1?t:t[0]}}},{\"../../lib\":503,\"../../lib/gup\":500,\"./constants\":892,\"@plotly/d3\":58}],890:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"../../plots/get_data\").getModuleCalcData,a=t(\"./plot\"),o=t(\"../../constants/xmlns_namespaces\");r.name=\"parcoords\",r.plot=function(t){var e=i(t.calcdata,\"parcoords\")[0];e.length&&a(t,e)},r.clean=function(t,e,r,n){var i=n._has&&n._has(\"parcoords\"),a=e._has&&e._has(\"parcoords\");i&&!a&&(n._paperdiv.selectAll(\".parcoords\").remove(),n._glimages.selectAll(\"*\").remove())},r.toSVG=function(t){var e=t._fullLayout._glimages,r=n.select(t).selectAll(\".svg-container\");r.filter((function(t,e){return e===r.size()-1})).selectAll(\".gl-canvas-context, .gl-canvas-focus\").each((function(){var t=this.toDataURL(\"image/png\");e.append(\"svg:image\").attr({xmlns:o.svg,\"xlink:href\":t,preserveAspectRatio:\"none\",x:0,y:0,width:this.style.width,height:this.style.height})})),window.setTimeout((function(){n.selectAll(\"#filterBarPattern\").attr(\"id\",\"filterBarPattern\")}),60)}},{\"../../constants/xmlns_namespaces\":480,\"../../plots/get_data\":593,\"./plot\":899,\"@plotly/d3\":58}],891:[function(t,e,r){\"use strict\";var n=t(\"../../lib\").isArrayOrTypedArray,i=t(\"../../components/colorscale\"),a=t(\"../../lib/gup\").wrap;e.exports=function(t,e){var r,o;return i.hasColorscale(e,\"line\")&&n(e.line.color)?(r=e.line.color,o=i.extractOpts(e.line).colorscale,i.calc(t,e,{vals:r,containerStr:\"line\",cLetter:\"c\"})):(r=function(t){for(var e=new Array(t),r=0;r<t;r++)e[r]=.5;return e}(e._length),o=[[0,e.line.color],[1,e.line.color]]),a({lineColor:r,cscale:o})}},{\"../../components/colorscale\":378,\"../../lib\":503,\"../../lib/gup\":500}],892:[function(t,e,r){\"use strict\";e.exports={maxDimensionCount:60,overdrag:45,verticalPadding:2,tickDistance:50,canvasPixelRatio:1,blockLineCount:5e3,layers:[\"contextLineLayer\",\"focusLineLayer\",\"pickLineLayer\"],axisTitleOffset:28,axisExtentOffset:10,deselectedLineColor:\"#777\",bar:{width:4,captureWidth:10,fillColor:\"magenta\",fillOpacity:1,snapDuration:150,snapRatio:.25,snapClose:.01,strokeOpacity:1,strokeWidth:1,handleHeight:8,handleOpacity:1,handleOverlap:0},cn:{axisExtentText:\"axis-extent-text\",parcoordsLineLayers:\"parcoords-line-layers\",parcoordsLineLayer:\"parcoords-lines\",parcoords:\"parcoords\",parcoordsControlView:\"parcoords-control-view\",yAxis:\"y-axis\",axisOverlays:\"axis-overlays\",axis:\"axis\",axisHeading:\"axis-heading\",axisTitle:\"axis-title\",axisExtent:\"axis-extent\",axisExtentTop:\"axis-extent-top\",axisExtentTopText:\"axis-extent-top-text\",axisExtentBottom:\"axis-extent-bottom\",axisExtentBottomText:\"axis-extent-bottom-text\",axisBrush:\"axis-brush\"},id:{filterBarPattern:\"filter-bar-pattern\"}}},{}],893:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../components/colorscale/helpers\").hasColorscale,a=t(\"../../components/colorscale/defaults\"),o=t(\"../../plots/domain\").defaults,s=t(\"../../plots/array_container_defaults\"),l=t(\"../../plots/cartesian/axes\"),c=t(\"./attributes\"),u=t(\"./axisbrush\"),f=t(\"./constants\").maxDimensionCount,h=t(\"./merge_length\");function p(t,e,r,i){function a(r,i){return n.coerce(t,e,c.dimensions,r,i)}var o=a(\"values\"),s=a(\"visible\");if(o&&o.length||(s=e.visible=!1),s){a(\"label\"),a(\"tickvals\"),a(\"ticktext\"),a(\"tickformat\");var f=a(\"range\");e._ax={_id:\"y\",type:\"linear\",showexponent:\"all\",exponentformat:\"B\",range:f},l.setConvert(e._ax,i.layout),a(\"multiselect\");var h=a(\"constraintrange\");h&&(e.constraintrange=u.cleanRanges(h,e))}}e.exports=function(t,e,r,l){function u(r,i){return n.coerce(t,e,c,r,i)}var d=t.dimensions;Array.isArray(d)&&d.length>f&&(n.log(\"parcoords traces support up to \"+f+\" dimensions at the 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n=t(\"../../lib\").isTypedArray;r.convertTypedArray=function(t){return n(t)?Array.prototype.slice.call(t):t},r.isOrdinal=function(t){return!!t.tickvals},r.isVisible=function(t){return t.visible||!(\"visible\"in t)}},{\"../../lib\":503}],895:[function(t,e,r){\"use strict\";e.exports={attributes:t(\"./attributes\"),supplyDefaults:t(\"./defaults\"),calc:t(\"./calc\"),plot:t(\"./plot\"),colorbar:{container:\"line\",min:\"cmin\",max:\"cmax\"},moduleType:\"trace\",name:\"parcoords\",basePlotModule:t(\"./base_plot\"),categories:[\"gl\",\"regl\",\"noOpacity\",\"noHover\"],meta:{}}},{\"./attributes\":888,\"./base_plot\":890,\"./calc\":891,\"./defaults\":893,\"./plot\":899}],896:[function(t,e,r){\"use strict\";var n=t(\"glslify\"),i=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nvarying vec4 fragColor;\\n\\nattribute vec4 p01_04, p05_08, p09_12, p13_16,\\n               p17_20, p21_24, p25_28, p29_32,\\n               p33_36, p37_40, p41_44, p45_48,\\n               p49_52, p53_56, p57_60, colors;\\n\\nuniform mat4 dim0A, dim1A, dim0B, dim1B, dim0C, dim1C, dim0D, dim1D,\\n             loA, hiA, loB, hiB, loC, hiC, loD, hiD;\\n\\nuniform vec2 resolution, viewBoxPos, viewBoxSize;\\nuniform float maskHeight;\\nuniform float drwLayer; // 0: context, 1: focus, 2: pick\\nuniform vec4 contextColor;\\nuniform sampler2D maskTexture, palette;\\n\\nbool isPick    = (drwLayer > 1.5);\\nbool isContext = (drwLayer < 0.5);\\n\\nconst vec4 ZEROS = vec4(0.0, 0.0, 0.0, 0.0);\\nconst vec4 UNITS = vec4(1.0, 1.0, 1.0, 1.0);\\n\\nfloat val(mat4 p, mat4 v) {\\n    return dot(matrixCompMult(p, v) * UNITS, UNITS);\\n}\\n\\nfloat axisY(float ratio, mat4 A, mat4 B, mat4 C, mat4 D) {\\n    float y1 = val(A, dim0A) + val(B, dim0B) + val(C, dim0C) + val(D, dim0D);\\n    float y2 = val(A, dim1A) + val(B, dim1B) + val(C, dim1C) + val(D, dim1D);\\n    return y1 * (1.0 - ratio) + y2 * ratio;\\n}\\n\\nint iMod(int a, int b) {\\n    return a - b * (a / b);\\n}\\n\\nbool fOutside(float p, float lo, float hi) {\\n    return (lo < hi) && (lo > p || p > hi);\\n}\\n\\nbool vOutside(vec4 p, vec4 lo, vec4 hi) {\\n    return (\\n        fOutside(p[0], lo[0], hi[0]) ||\\n        fOutside(p[1], lo[1], hi[1]) ||\\n        fOutside(p[2], lo[2], hi[2]) ||\\n        fOutside(p[3], lo[3], hi[3])\\n    );\\n}\\n\\nbool mOutside(mat4 p, mat4 lo, mat4 hi) {\\n    return (\\n        vOutside(p[0], lo[0], hi[0]) ||\\n        vOutside(p[1], lo[1], hi[1]) ||\\n        vOutside(p[2], lo[2], hi[2]) ||\\n        vOutside(p[3], lo[3], hi[3])\\n    );\\n}\\n\\nbool outsideBoundingBox(mat4 A, mat4 B, mat4 C, mat4 D) {\\n    return mOutside(A, loA, hiA) ||\\n           mOutside(B, loB, hiB) ||\\n           mOutside(C, loC, hiC) ||\\n           mOutside(D, loD, hiD);\\n}\\n\\nbool outsideRasterMask(mat4 A, mat4 B, mat4 C, mat4 D) {\\n    mat4 pnts[4];\\n    pnts[0] = A;\\n    pnts[1] = B;\\n    pnts[2] = C;\\n    pnts[3] = D;\\n\\n    for(int i = 0; i < 4; ++i) {\\n        for(int j = 0; j < 4; ++j) {\\n            for(int k = 0; k < 4; ++k) {\\n                if(0 == iMod(\\n                    int(255.0 * texture2D(maskTexture,\\n                        vec2(\\n                            (float(i * 2 + j / 2) + 0.5) / 8.0,\\n                            (pnts[i][j][k] * (maskHeight - 1.0) + 1.0) / maskHeight\\n                        ))[3]\\n                    ) / int(pow(2.0, float(iMod(j * 4 + k, 8)))),\\n                    2\\n                )) return true;\\n            }\\n        }\\n    }\\n    return false;\\n}\\n\\nvec4 position(bool isContext, float v, mat4 A, mat4 B, mat4 C, mat4 D) {\\n    float x = 0.5 * sign(v) + 0.5;\\n    float y = axisY(x, A, B, C, D);\\n    float z = 1.0 - abs(v);\\n\\n    z += isContext ? 0.0 : 2.0 * float(\\n        outsideBoundingBox(A, B, C, D) ||\\n        outsideRasterMask(A, B, C, D)\\n    );\\n\\n    return vec4(\\n        2.0 * (vec2(x, y) * viewBoxSize + viewBoxPos) / resolution - 1.0,\\n        z,\\n        1.0\\n    );\\n}\\n\\nvoid main() {\\n    mat4 A = mat4(p01_04, p05_08, p09_12, p13_16);\\n    mat4 B = mat4(p17_20, p21_24, p25_28, p29_32);\\n    mat4 C = mat4(p33_36, p37_40, p41_44, p45_48);\\n    mat4 D = mat4(p49_52, p53_56, p57_60, ZEROS);\\n\\n    float v = colors[3];\\n\\n    gl_Position = position(isContext, v, A, B, C, D);\\n\\n    fragColor =\\n        isContext ? vec4(contextColor) :\\n        isPick ? vec4(colors.rgb, 1.0) : texture2D(palette, vec2(abs(v), 0.5));\\n}\\n\"]),a=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n    gl_FragColor = fragColor;\\n}\\n\"]),o=t(\"./constants\").maxDimensionCount,s=t(\"../../lib\"),l=new Uint8Array(4),c=new Uint8Array(4),u={shape:[256,1],format:\"rgba\",type:\"uint8\",mag:\"nearest\",min:\"nearest\"};function f(t,e,r,n,i){var a=t._gl;a.enable(a.SCISSOR_TEST),a.scissor(e,r,n,i),t.clear({color:[0,0,0,0],depth:1})}function h(t,e,r,n,i,a){var o=a.key;r.drawCompleted||(!function(t){t.read({x:0,y:0,width:1,height:1,data:l})}(t),r.drawCompleted=!0),function s(l){var c=Math.min(n,i-l*n);0===l&&(window.cancelAnimationFrame(r.currentRafs[o]),delete r.currentRafs[o],f(t,a.scissorX,a.scissorY,a.scissorWidth,a.viewBoxSize[1])),r.clearOnly||(a.count=2*c,a.offset=2*l*n,e(a),l*n+c<i&&(r.currentRafs[o]=window.requestAnimationFrame((function(){s(l+1)}))),r.drawCompleted=!1)}(0)}function p(t,e){for(var r=new Array(256),n=0;n<256;n++)r[n]=t(n/255).concat(e);return r}function d(t,e){return(t>>>8*e)%256/255}function g(t,e,r){for(var n=new Array(8*e),i=0,a=0;a<e;a++)for(var o=0;o<2;o++)for(var s=0;s<4;s++){var l=4*t+s,c=r[64*a+l];63===l&&0===o&&(c*=-1),n[i++]=c}return n}function m(t){var e=\"0\"+t;return e.substr(e.length-2)}function v(t){return t<o?\"p\"+m(t+1)+\"_\"+m(t+4):\"colors\"}function y(t,e,r,n,i,a,o,l,c,u,f,h,p,d){for(var g=[[],[]],m=0;m<64;m++)g[0][m]=m===i?1:0,g[1][m]=m===a?1:0;o*=d,l*=d,c*=d,u*=d;var v=t.lines.canvasOverdrag*d,y=t.domain,x=t.canvasWidth*d,b=t.canvasHeight*d,_=t.pad.l*d,w=t.pad.b*d,T=t.layoutHeight*d,k=t.layoutWidth*d,A=t.deselectedLines.color;return s.extendFlat({key:f,resolution:[x,b],viewBoxPos:[o+v,l],viewBoxSize:[c,u],i0:i,i1:a,dim0A:g[0].slice(0,16),dim0B:g[0].slice(16,32),dim0C:g[0].slice(32,48),dim0D:g[0].slice(48,64),dim1A:g[1].slice(0,16),dim1B:g[1].slice(16,32),dim1C:g[1].slice(32,48),dim1D:g[1].slice(48,64),drwLayer:h,contextColor:[A[0]/255,A[1]/255,A[2]/255,A[3]<1?A[3]:Math.max(1/255,Math.pow(1/t.lines.color.length,1/3))],scissorX:(n===e?0:o+v)+(_-v)+k*y.x[0],scissorWidth:(n===r?x-o+v:c+.5)+(n===e?o+v:0),scissorY:l+w+T*y.y[0],scissorHeight:u,viewportX:_-v+k*y.x[0],viewportY:w+T*y.y[0],viewportWidth:x,viewportHeight:b},p)}function x(t){var e=Math.max(0,Math.floor(2047*t[0]),0),r=Math.min(2047,Math.ceil(2047*t[1]),2047);return[Math.min(e,r),Math.max(e,r)]}e.exports=function(t,e){var r,n,l,m,b,_=e.context,w=e.pick,T=e.regl,k=T._gl,A=k.getParameter(k.ALIASED_LINE_WIDTH_RANGE),M=Math.max(A[0],Math.min(A[1],e.viewModel.plotGlPixelRatio)),S={currentRafs:{},drawCompleted:!0,clearOnly:!1},E=function(t){for(var e={},r=0;r<=o;r+=4)e[v(r)]=t.buffer({usage:\"dynamic\",type:\"float\",data:new Uint8Array(0)});return e}(T),L=T.texture(u),C=[];I(e);var P=T({profile:!1,blend:{enable:_,func:{srcRGB:\"src alpha\",dstRGB:\"one minus src 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n=t(\"../../plots/attributes\"),i=t(\"../../plots/domain\").attributes,a=t(\"../../plots/font_attributes\"),o=t(\"../../components/color/attributes\"),s=t(\"../../plots/template_attributes\").hovertemplateAttrs,l=t(\"../../plots/template_attributes\").texttemplateAttrs,c=t(\"../../lib/extend\").extendFlat,u=a({editType:\"plot\",arrayOk:!0,colorEditType:\"plot\"});e.exports={labels:{valType:\"data_array\",editType:\"calc\"},label0:{valType:\"number\",dflt:0,editType:\"calc\"},dlabel:{valType:\"number\",dflt:1,editType:\"calc\"},values:{valType:\"data_array\",editType:\"calc\"},marker:{colors:{valType:\"data_array\",editType:\"calc\"},line:{color:{valType:\"color\",dflt:o.defaultLine,arrayOk:!0,editType:\"style\"},width:{valType:\"number\",min:0,dflt:0,arrayOk:!0,editType:\"style\"},editType:\"calc\"},editType:\"calc\"},text:{valType:\"data_array\",editType:\"plot\"},hovertext:{valType:\"string\",dflt:\"\",arrayOk:!0,editType:\"style\"},scalegroup:{valType:\"string\",dflt:\"\",editType:\"calc\"},textinfo:{valType:\"flaglist\",flags:[\"label\",\"text\",\"value\",\"percent\"],extras:[\"none\"],editType:\"calc\"},hoverinfo:c({},n.hoverinfo,{flags:[\"label\",\"text\",\"value\",\"percent\",\"name\"]}),hovertemplate:s({},{keys:[\"label\",\"color\",\"value\",\"percent\",\"text\"]}),texttemplate:l({editType:\"plot\"},{keys:[\"label\",\"color\",\"value\",\"percent\",\"text\"]}),textposition:{valType:\"enumerated\",values:[\"inside\",\"outside\",\"auto\",\"none\"],dflt:\"auto\",arrayOk:!0,editType:\"plot\"},textfont:c({},u,{}),insidetextorientation:{valType:\"enumerated\",values:[\"horizontal\",\"radial\",\"tangential\",\"auto\"],dflt:\"auto\",editType:\"plot\"},insidetextfont:c({},u,{}),outsidetextfont:c({},u,{}),automargin:{valType:\"boolean\",dflt:!1,editType:\"plot\"},title:{text:{valType:\"string\",dflt:\"\",editType:\"plot\"},font:c({},u,{}),position:{valType:\"enumerated\",values:[\"top left\",\"top center\",\"top right\",\"middle center\",\"bottom left\",\"bottom center\",\"bottom right\"],editType:\"plot\"},editType:\"plot\"},domain:i({name:\"pie\",trace:!0,editType:\"calc\"}),hole:{valType:\"number\",min:0,max:1,dflt:0,editType:\"calc\"},sort:{valType:\"boolean\",dflt:!0,editType:\"calc\"},direction:{valType:\"enumerated\",values:[\"clockwise\",\"counterclockwise\"],dflt:\"counterclockwise\",editType:\"calc\"},rotation:{valType:\"number\",min:-360,max:360,dflt:0,editType:\"calc\"},pull:{valType:\"number\",min:0,max:1,dflt:0,arrayOk:!0,editType:\"calc\"},_deprecated:{title:{valType:\"string\",dflt:\"\",editType:\"calc\"},titlefont:c({},u,{}),titleposition:{valType:\"enumerated\",values:[\"top left\",\"top center\",\"top right\",\"middle center\",\"bottom left\",\"bottom center\",\"bottom right\"],editType:\"calc\"}}}},{\"../../components/color/attributes\":365,\"../../lib/extend\":493,\"../../plots/attributes\":550,\"../../plots/domain\":584,\"../../plots/font_attributes\":585,\"../../plots/template_attributes\":633}],901:[function(t,e,r){\"use strict\";var n=t(\"../../plots/plots\");r.name=\"pie\",r.plot=function(t,e,i,a){n.plotBasePlot(r.name,t,e,i,a)},r.clean=function(t,e,i,a){n.cleanBasePlot(r.name,t,e,i,a)}},{\"../../plots/plots\":619}],902:[function(t,e,r){\"use strict\";var n=t(\"fast-isnumeric\"),i=t(\"tinycolor2\"),a=t(\"../../components/color\"),o={};function s(t){return function(e,r){return!!e&&(!!(e=i(e)).isValid()&&(e=a.addOpacity(e,e.getAlpha()),t[r]||(t[r]=e),e))}}function l(t,e){var r,n=JSON.stringify(t),a=e[n];if(!a){for(a=t.slice(),r=0;r<t.length;r++)a.push(i(t[r]).lighten(20).toHexString());for(r=0;r<t.length;r++)a.push(i(t[r]).darken(20).toHexString());e[n]=a}return a}e.exports={calc:function(t,e){var r,i,a=[],o=t._fullLayout,l=o.hiddenlabels||[],c=e.labels,u=e.marker.colors||[],f=e.values,h=e._length,p=e._hasValues&&h;if(e.dlabel)for(c=new Array(h),r=0;r<h;r++)c[r]=String(e.label0+r*e.dlabel);var d={},g=s(o[\"_\"+e.type+\"colormap\"]),m=0,v=!1;for(r=0;r<h;r++){var y,x,b;if(p){if(y=f[r],!n(y))continue;y=+y}else y=1;void 0!==(x=c[r])&&\"\"!==x||(x=r);var _=d[x=String(x)];void 0===_?(d[x]=a.length,(b=-1!==l.indexOf(x))||(m+=y),a.push({v:y,label:x,color:g(u[r],x),i:r,pts:[r],hidden:b})):(v=!0,(i=a[_]).v+=y,i.pts.push(r),i.hidden||(m+=y),!1===i.color&&u[r]&&(i.color=g(u[r],x)))}return a=a.filter((function(t){return t.v>=0})),(\"funnelarea\"===e.type?v:e.sort)&&a.sort((function(t,e){return e.v-t.v})),a[0]&&(a[0].vTotal=m),a},crossTraceCalc:function(t,e){var r=(e||{}).type;r||(r=\"pie\");var n=t._fullLayout,i=t.calcdata,a=n[r+\"colorway\"],s=n[\"_\"+r+\"colormap\"];n[\"extend\"+r+\"colors\"]&&(a=l(a,o));for(var c=0,u=0;u<i.length;u++){var f=i[u];if(f[0].trace.type===r)for(var h=0;h<f.length;h++){var p=f[h];!1===p.color&&(s[p.label]?p.color=s[p.label]:(s[p.label]=p.color=a[c%a.length],c++))}}},makePullColorFn:s,generateExtendedColors:l}},{\"../../components/color\":366,\"fast-isnumeric\":190,tinycolor2:312}],903:[function(t,e,r){\"use strict\";var n=t(\"fast-isnumeric\"),i=t(\"../../lib\"),a=t(\"./attributes\"),o=t(\"../../plots/domain\").defaults,s=t(\"../bar/defaults\").handleText;function l(t,e){var r=Array.isArray(t),a=i.isArrayOrTypedArray(e),o=Math.min(r?t.length:1/0,a?e.length:1/0);if(isFinite(o)||(o=0),o&&a){for(var s,l=0;l<o;l++){var c=e[l];if(n(c)&&c>0){s=!0;break}}s||(o=0)}return{hasLabels:r,hasValues:a,len:o}}e.exports={handleLabelsAndValues:l,supplyDefaults:function(t,e,r,n){function c(r,n){return i.coerce(t,e,a,r,n)}var u=l(c(\"labels\"),c(\"values\")),f=u.len;if(e._hasLabels=u.hasLabels,e._hasValues=u.hasValues,!e._hasLabels&&e._hasValues&&(c(\"label0\"),c(\"dlabel\")),f){e._length=f,c(\"marker.line.width\")&&c(\"marker.line.color\"),c(\"marker.colors\"),c(\"scalegroup\");var h,p=c(\"text\"),d=c(\"texttemplate\");if(d||(h=c(\"textinfo\",Array.isArray(p)?\"text+percent\":\"percent\")),c(\"hovertext\"),c(\"hovertemplate\"),d||h&&\"none\"!==h){var g=c(\"textposition\");s(t,e,n,c,g,{moduleHasSelected:!1,moduleHasUnselected:!1,moduleHasConstrain:!1,moduleHasCliponaxis:!1,moduleHasTextangle:!1,moduleHasInsideanchor:!1}),(Array.isArray(g)||\"auto\"===g||\"outside\"===g)&&c(\"automargin\"),(\"inside\"===g||\"auto\"===g||Array.isArray(g))&&c(\"insidetextorientation\")}o(e,n,c);var m=c(\"hole\");if(c(\"title.text\")){var v=c(\"title.position\",m?\"middle center\":\"top center\");m||\"middle center\"!==v||(e.title.position=\"top center\"),i.coerceFont(c,\"title.font\",n.font)}c(\"sort\"),c(\"direction\"),c(\"rotation\"),c(\"pull\")}else e.visible=!1}}},{\"../../lib\":503,\"../../plots/domain\":584,\"../bar/defaults\":652,\"./attributes\":900,\"fast-isnumeric\":190}],904:[function(t,e,r){\"use strict\";var n=t(\"../../components/fx/helpers\").appendArrayMultiPointValues;e.exports=function(t,e){var r={curveNumber:e.index,pointNumbers:t.pts,data:e._input,fullData:e,label:t.label,color:t.color,value:t.v,percent:t.percent,text:t.text,bbox:t.bbox,v:t.v};return 1===t.pts.length&&(r.pointNumber=r.i=t.pts[0]),n(r,e,t.pts),\"funnelarea\"===e.type&&(delete r.v,delete r.i),r}},{\"../../components/fx/helpers\":402}],905:[function(t,e,r){\"use strict\";var n=t(\"../../lib\");function i(t){return-1!==t.indexOf(\"e\")?t.replace(/[.]?0+e/,\"e\"):-1!==t.indexOf(\".\")?t.replace(/[.]?0+$/,\"\"):t}r.formatPiePercent=function(t,e){var r=i((100*t).toPrecision(3));return n.numSeparate(r,e)+\"%\"},r.formatPieValue=function(t,e){var r=i(t.toPrecision(10));return n.numSeparate(r,e)},r.getFirstFilled=function(t,e){if(Array.isArray(t))for(var r=0;r<e.length;r++){var n=t[e[r]];if(n||0===n||\"\"===n)return n}},r.castOption=function(t,e){return Array.isArray(t)?r.getFirstFilled(t,e):t||void 0},r.getRotationAngle=function(t){return(\"auto\"===t?0:t)*Math.PI/180}},{\"../../lib\":503}],906:[function(t,e,r){\"use strict\";e.exports={attributes:t(\"./attributes\"),supplyDefaults:t(\"./defaults\").supplyDefaults,supplyLayoutDefaults:t(\"./layout_defaults\"),layoutAttributes:t(\"./layout_attributes\"),calc:t(\"./calc\").calc,crossTraceCalc:t(\"./calc\").crossTraceCalc,plot:t(\"./plot\").plot,style:t(\"./style\"),styleOne:t(\"./style_one\"),moduleType:\"trace\",name:\"pie\",basePlotModule:t(\"./base_plot\"),categories:[\"pie-like\",\"pie\",\"showLegend\"],meta:{}}},{\"./attributes\":900,\"./base_plot\":901,\"./calc\":902,\"./defaults\":903,\"./layout_attributes\":907,\"./layout_defaults\":908,\"./plot\":909,\"./style\":910,\"./style_one\":911}],907:[function(t,e,r){\"use strict\";e.exports={hiddenlabels:{valType:\"data_array\",editType:\"calc\"},piecolorway:{valType:\"colorlist\",editType:\"calc\"},extendpiecolors:{valType:\"boolean\",dflt:!0,editType:\"calc\"}}},{}],908:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"./layout_attributes\");e.exports=function(t,e){function r(r,a){return n.coerce(t,e,i,r,a)}r(\"hiddenlabels\"),r(\"piecolorway\",e.colorway),r(\"extendpiecolors\")}},{\"../../lib\":503,\"./layout_attributes\":907}],909:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"../../plots/plots\"),a=t(\"../../components/fx\"),o=t(\"../../components/color\"),s=t(\"../../components/drawing\"),l=t(\"../../lib\"),c=l.strScale,u=l.strTranslate,f=t(\"../../lib/svg_text_utils\"),h=t(\"../bar/uniform_text\"),p=h.recordMinTextSize,d=h.clearMinTextSize,g=t(\"../bar/constants\").TEXTPAD,m=t(\"./helpers\"),v=t(\"./event_data\"),y=t(\"../../lib\").isValidTextValue;function x(t,e,r){var i=r[0],o=i.cx,s=i.cy,c=i.trace,u=\"funnelarea\"===c.type;\"_hasHoverLabel\"in c||(c._hasHoverLabel=!1),\"_hasHoverEvent\"in c||(c._hasHoverEvent=!1),t.on(\"mouseover\",(function(t){var r=e._fullLayout,f=e._fullData[c.index];if(!e._dragging&&!1!==r.hovermode){var h=f.hoverinfo;if(Array.isArray(h)&&(h=a.castHoverinfo({hoverinfo:[m.castOption(h,t.pts)],_module:c._module},r,0)),\"all\"===h&&(h=\"label+text+value+percent+name\"),f.hovertemplate||\"none\"!==h&&\"skip\"!==h&&h){var p=t.rInscribed||0,d=o+t.pxmid[0]*(1-p),g=s+t.pxmid[1]*(1-p),y=r.separators,x=[];if(h&&-1!==h.indexOf(\"label\")&&x.push(t.label),t.text=m.castOption(f.hovertext||f.text,t.pts),h&&-1!==h.indexOf(\"text\")){var b=t.text;l.isValidTextValue(b)&&x.push(b)}t.value=t.v,t.valueLabel=m.formatPieValue(t.v,y),h&&-1!==h.indexOf(\"value\")&&x.push(t.valueLabel),t.percent=t.v/i.vTotal,t.percentLabel=m.formatPiePercent(t.percent,y),h&&-1!==h.indexOf(\"percent\")&&x.push(t.percentLabel);var _=f.hoverlabel,w=_.font,T=[];a.loneHover({trace:c,x0:d-p*i.r,x1:d+p*i.r,y:g,_x0:u?o+t.TL[0]:d-p*i.r,_x1:u?o+t.TR[0]:d+p*i.r,_y0:u?s+t.TL[1]:g-p*i.r,_y1:u?s+t.BL[1]:g+p*i.r,text:x.join(\"<br>\"),name:f.hovertemplate||-1!==h.indexOf(\"name\")?f.name:void 0,idealAlign:t.pxmid[0]<0?\"left\":\"right\",color:m.castOption(_.bgcolor,t.pts)||t.color,borderColor:m.castOption(_.bordercolor,t.pts),fontFamily:m.castOption(w.family,t.pts),fontSize:m.castOption(w.size,t.pts),fontColor:m.castOption(w.color,t.pts),nameLength:m.castOption(_.namelength,t.pts),textAlign:m.castOption(_.align,t.pts),hovertemplate:m.castOption(f.hovertemplate,t.pts),hovertemplateLabels:t,eventData:[v(t,f)]},{container:r._hoverlayer.node(),outerContainer:r._paper.node(),gd:e,inOut_bbox:T}),t.bbox=T[0],c._hasHoverLabel=!0}c._hasHoverEvent=!0,e.emit(\"plotly_hover\",{points:[v(t,f)],event:n.event})}})),t.on(\"mouseout\",(function(t){var r=e._fullLayout,i=e._fullData[c.index],o=n.select(this).datum();c._hasHoverEvent&&(t.originalEvent=n.event,e.emit(\"plotly_unhover\",{points:[v(o,i)],event:n.event}),c._hasHoverEvent=!1),c._hasHoverLabel&&(a.loneUnhover(r._hoverlayer.node()),c._hasHoverLabel=!1)})),t.on(\"click\",(function(t){var r=e._fullLayout,i=e._fullData[c.index];e._dragging||!1===r.hovermode||(e._hoverdata=[v(t,i)],a.click(e,n.event))}))}function b(t,e,r){var n=m.castOption(t.insidetextfont.color,e.pts);!n&&t._input.textfont&&(n=m.castOption(t._input.textfont.color,e.pts));var i=m.castOption(t.insidetextfont.family,e.pts)||m.castOption(t.textfont.family,e.pts)||r.family,a=m.castOption(t.insidetextfont.size,e.pts)||m.castOption(t.textfont.size,e.pts)||r.size;return{color:n||o.contrast(e.color),family:i,size:a}}function _(t,e){for(var r,n,i=0;i<t.length;i++)if((n=(r=t[i][0]).trace).title.text){var a=n.title.text;n._meta&&(a=l.templateString(a,n._meta));var o=s.tester.append(\"text\").attr(\"data-notex\",1).text(a).call(s.font,n.title.font).call(f.convertToTspans,e),c=s.bBox(o.node(),!0);r.titleBox={width:c.width,height:c.height},o.remove()}}function w(t,e,r){var n=r.r||e.rpx1,i=e.rInscribed;if(e.startangle===e.stopangle)return{rCenter:1-i,scale:0,rotate:0,textPosAngle:0};var a,o=e.ring,s=1===o&&Math.abs(e.startangle-e.stopangle)===2*Math.PI,l=e.halfangle,c=e.midangle,u=r.trace.insidetextorientation,f=\"horizontal\"===u,h=\"tangential\"===u,p=\"radial\"===u,d=\"auto\"===u,g=[];if(!d){var m,v=function(r,i){if(function(t,e){var r=t.startangle,n=t.stopangle;return r>e&&e>n||r<e&&e<n}(e,r)){var s=Math.abs(r-e.startangle),l=Math.abs(r-e.stopangle),c=s<l?s:l;(a=\"tan\"===i?k(t,n,o,c,0):T(t,n,o,c,Math.PI/2)).textPosAngle=r,g.push(a)}};if(f||h){for(m=4;m>=-4;m-=2)v(Math.PI*m,\"tan\");for(m=4;m>=-4;m-=2)v(Math.PI*(m+1),\"tan\")}if(f||p){for(m=4;m>=-4;m-=2)v(Math.PI*(m+1.5),\"rad\");for(m=4;m>=-4;m-=2)v(Math.PI*(m+.5),\"rad\")}}if(s||d||f){var y=Math.sqrt(t.width*t.width+t.height*t.height);if((a={scale:i*n*2/y,rCenter:1-i,rotate:0}).textPosAngle=(e.startangle+e.stopangle)/2,a.scale>=1)return a;g.push(a)}(d||p)&&((a=T(t,n,o,l,c)).textPosAngle=(e.startangle+e.stopangle)/2,g.push(a)),(d||h)&&((a=k(t,n,o,l,c)).textPosAngle=(e.startangle+e.stopangle)/2,g.push(a));for(var x=0,b=0,_=0;_<g.length;_++){var w=g[_].scale;if(b<w&&(b=w,x=_),!d&&b>=1)break}return g[x]}function T(t,e,r,n,i){e=Math.max(0,e-2*g);var a=t.width/t.height,o=S(a,n,e,r);return{scale:2*o/t.height,rCenter:A(a,o/e),rotate:M(i)}}function k(t,e,r,n,i){e=Math.max(0,e-2*g);var a=t.height/t.width,o=S(a,n,e,r);return{scale:2*o/t.width,rCenter:A(a,o/e),rotate:M(i+Math.PI/2)}}function A(t,e){return Math.cos(e)-t*e}function M(t){return(180/Math.PI*t+720)%180-90}function S(t,e,r,n){var i=t+1/(2*Math.tan(e));return r*Math.min(1/(Math.sqrt(i*i+.5)+i),n/(Math.sqrt(t*t+n/2)+t))}function E(t,e){return t.v!==e.vTotal||e.trace.hole?Math.min(1/(1+1/Math.sin(t.halfangle)),t.ring/2):1}function L(t,e){var r=e.pxmid[0],n=e.pxmid[1],i=t.width/2,a=t.height/2;return r<0&&(i*=-1),n<0&&(a*=-1),{scale:1,rCenter:1,rotate:0,x:i+Math.abs(a)*(i>0?1:-1)/2,y:a/(1+r*r/(n*n)),outside:!0}}function C(t,e){var r,n,i,a=t.trace,o={x:t.cx,y:t.cy},s={tx:0,ty:0};s.ty+=a.title.font.size,i=I(a),-1!==a.title.position.indexOf(\"top\")?(o.y-=(1+i)*t.r,s.ty-=t.titleBox.height):-1!==a.title.position.indexOf(\"bottom\")&&(o.y+=(1+i)*t.r);var l,c,u=(l=t.r,c=t.trace.aspectratio,l/(void 0===c?1:c)),f=e.w*(a.domain.x[1]-a.domain.x[0])/2;return-1!==a.title.position.indexOf(\"left\")?(f+=u,o.x-=(1+i)*u,s.tx+=t.titleBox.width/2):-1!==a.title.position.indexOf(\"center\")?f*=2:-1!==a.title.position.indexOf(\"right\")&&(f+=u,o.x+=(1+i)*u,s.tx-=t.titleBox.width/2),r=f/t.titleBox.width,n=P(t,e)/t.titleBox.height,{x:o.x,y:o.y,scale:Math.min(r,n),tx:s.tx,ty:s.ty}}function P(t,e){var r=t.trace,n=e.h*(r.domain.y[1]-r.domain.y[0]);return Math.min(t.titleBox.height,n/2)}function I(t){var e,r=t.pull;if(!r)return 0;if(Array.isArray(r))for(r=0,e=0;e<t.pull.length;e++)t.pull[e]>r&&(r=t.pull[e]);return r}function O(t,e){for(var r=[],n=0;n<t.length;n++){var i=t[n][0],a=i.trace,o=a.domain,s=e.w*(o.x[1]-o.x[0]),l=e.h*(o.y[1]-o.y[0]);a.title.text&&\"middle center\"!==a.title.position&&(l-=P(i,e));var c=s/2,u=l/2;\"funnelarea\"!==a.type||a.scalegroup||(u/=a.aspectratio),i.r=Math.min(c,u)/(1+I(a)),i.cx=e.l+e.w*(a.domain.x[1]+a.domain.x[0])/2,i.cy=e.t+e.h*(1-a.domain.y[0])-l/2,a.title.text&&-1!==a.title.position.indexOf(\"bottom\")&&(i.cy-=P(i,e)),a.scalegroup&&-1===r.indexOf(a.scalegroup)&&r.push(a.scalegroup)}!function(t,e){for(var r,n,i,a=0;a<e.length;a++){var o=1/0,s=e[a];for(n=0;n<t.length;n++)if(r=t[n][0],(i=r.trace).scalegroup===s){var l;if(\"pie\"===i.type)l=r.r*r.r;else if(\"funnelarea\"===i.type){var c,u;i.aspectratio>1?(c=r.r,u=c/i.aspectratio):(u=r.r,c=u*i.aspectratio),c*=(1+i.baseratio)/2,l=c*u}o=Math.min(o,l/r.vTotal)}for(n=0;n<t.length;n++)if(r=t[n][0],(i=r.trace).scalegroup===s){var f=o*r.vTotal;\"funnelarea\"===i.type&&(f/=(1+i.baseratio)/2,f/=i.aspectratio),r.r=Math.sqrt(f)}}}(t,r)}function z(t,e){return[t*Math.sin(e),-t*Math.cos(e)]}function D(t,e,r){var n=t._fullLayout,i=r.trace,a=i.texttemplate,o=i.textinfo;if(!a&&o&&\"none\"!==o){var s,c=o.split(\"+\"),u=function(t){return-1!==c.indexOf(t)},f=u(\"label\"),h=u(\"text\"),p=u(\"value\"),d=u(\"percent\"),g=n.separators;if(s=f?[e.label]:[],h){var v=m.getFirstFilled(i.text,e.pts);y(v)&&s.push(v)}p&&s.push(m.formatPieValue(e.v,g)),d&&s.push(m.formatPiePercent(e.v/r.vTotal,g)),e.text=s.join(\"<br>\")}if(a){var x=l.castOption(i,e.i,\"texttemplate\");if(x){var b=function(t){return{label:t.label,value:t.v,valueLabel:m.formatPieValue(t.v,n.separators),percent:t.v/r.vTotal,percentLabel:m.formatPiePercent(t.v/r.vTotal,n.separators),color:t.color,text:t.text,customdata:l.castOption(i,t.i,\"customdata\")}}(e),_=m.getFirstFilled(i.text,e.pts);(y(_)||\"\"===_)&&(b.text=_),e.text=l.texttemplateString(x,b,t._fullLayout._d3locale,b,i._meta||{})}else e.text=\"\"}}function R(t,e){var r=t.rotate*Math.PI/180,n=Math.cos(r),i=Math.sin(r),a=(e.left+e.right)/2,o=(e.top+e.bottom)/2;t.textX=a*n-o*i,t.textY=a*i+o*n,t.noCenter=!0}e.exports={plot:function(t,e){var r=t._fullLayout,a=r._size;d(\"pie\",r),_(e,t),O(e,a);var h=l.makeTraceGroups(r._pielayer,e,\"trace\").each((function(e){var h=n.select(this),d=e[0],g=d.trace;!function(t){var e,r,n,i=t[0],a=i.r,o=i.trace,s=m.getRotationAngle(o.rotation),l=2*Math.PI/i.vTotal,c=\"px0\",u=\"px1\";if(\"counterclockwise\"===o.direction){for(e=0;e<t.length&&t[e].hidden;e++);if(e===t.length)return;s+=l*t[e].v,l*=-1,c=\"px1\",u=\"px0\"}for(n=z(a,s),e=0;e<t.length;e++)(r=t[e]).hidden||(r[c]=n,r.startangle=s,s+=l*r.v/2,r.pxmid=z(a,s),r.midangle=s,s+=l*r.v/2,n=z(a,s),r.stopangle=s,r[u]=n,r.largeArc=r.v>i.vTotal/2?1:0,r.halfangle=Math.PI*Math.min(r.v/i.vTotal,.5),r.ring=1-o.hole,r.rInscribed=E(r,i))}(e),h.attr(\"stroke-linejoin\",\"round\"),h.each((function(){var v=n.select(this).selectAll(\"g.slice\").data(e);v.enter().append(\"g\").classed(\"slice\",!0),v.exit().remove();var y=[[[],[]],[[],[]]],_=!1;v.each((function(i,a){if(i.hidden)n.select(this).selectAll(\"path,g\").remove();else{i.pointNumber=i.i,i.curveNumber=g.index,y[i.pxmid[1]<0?0:1][i.pxmid[0]<0?0:1].push(i);var o=d.cx,c=d.cy,u=n.select(this),h=u.selectAll(\"path.surface\").data([i]);if(h.enter().append(\"path\").classed(\"surface\",!0).style({\"pointer-events\":\"all\"}),u.call(x,t,e),g.pull){var v=+m.castOption(g.pull,i.pts)||0;v>0&&(o+=v*i.pxmid[0],c+=v*i.pxmid[1])}i.cxFinal=o,i.cyFinal=c;var T=g.hole;if(i.v===d.vTotal){var k=\"M\"+(o+i.px0[0])+\",\"+(c+i.px0[1])+C(i.px0,i.pxmid,!0,1)+C(i.pxmid,i.px0,!0,1)+\"Z\";T?h.attr(\"d\",\"M\"+(o+T*i.px0[0])+\",\"+(c+T*i.px0[1])+C(i.px0,i.pxmid,!1,T)+C(i.pxmid,i.px0,!1,T)+\"Z\"+k):h.attr(\"d\",k)}else{var A=C(i.px0,i.px1,!0,1);if(T){var M=1-T;h.attr(\"d\",\"M\"+(o+T*i.px1[0])+\",\"+(c+T*i.px1[1])+C(i.px1,i.px0,!1,T)+\"l\"+M*i.px0[0]+\",\"+M*i.px0[1]+A+\"Z\")}else h.attr(\"d\",\"M\"+o+\",\"+c+\"l\"+i.px0[0]+\",\"+i.px0[1]+A+\"Z\")}D(t,i,d);var S=m.castOption(g.textposition,i.pts),E=u.selectAll(\"g.slicetext\").data(i.text&&\"none\"!==S?[0]:[]);E.enter().append(\"g\").classed(\"slicetext\",!0),E.exit().remove(),E.each((function(){var u=l.ensureSingle(n.select(this),\"text\",\"\",(function(t){t.attr(\"data-notex\",1)})),h=l.ensureUniformFontSize(t,\"outside\"===S?function(t,e,r){var n=m.castOption(t.outsidetextfont.color,e.pts)||m.castOption(t.textfont.color,e.pts)||r.color,i=m.castOption(t.outsidetextfont.family,e.pts)||m.castOption(t.textfont.family,e.pts)||r.family,a=m.castOption(t.outsidetextfont.size,e.pts)||m.castOption(t.textfont.size,e.pts)||r.size;return{color:n,family:i,size:a}}(g,i,r.font):b(g,i,r.font));u.text(i.text).attr({class:\"slicetext\",transform:\"\",\"text-anchor\":\"middle\"}).call(s.font,h).call(f.convertToTspans,t);var v,y=s.bBox(u.node());if(\"outside\"===S)v=L(y,i);else if(v=w(y,i,d),\"auto\"===S&&v.scale<1){var x=l.ensureUniformFontSize(t,g.outsidetextfont);u.call(s.font,x),v=L(y=s.bBox(u.node()),i)}var T=v.textPosAngle,k=void 0===T?i.pxmid:z(d.r,T);if(v.targetX=o+k[0]*v.rCenter+(v.x||0),v.targetY=c+k[1]*v.rCenter+(v.y||0),R(v,y),v.outside){var A=v.targetY;i.yLabelMin=A-y.height/2,i.yLabelMid=A,i.yLabelMax=A+y.height/2,i.labelExtraX=0,i.labelExtraY=0,_=!0}v.fontSize=h.size,p(g.type,v,r),e[a].transform=v,u.attr(\"transform\",l.getTextTransform(v))}))}function C(t,e,r,n){var a=n*(e[0]-t[0]),o=n*(e[1]-t[1]);return\"a\"+n*d.r+\",\"+n*d.r+\" 0 \"+i.largeArc+(r?\" 1 \":\" 0 \")+a+\",\"+o}}));var T=n.select(this).selectAll(\"g.titletext\").data(g.title.text?[0]:[]);if(T.enter().append(\"g\").classed(\"titletext\",!0),T.exit().remove(),T.each((function(){var e,r=l.ensureSingle(n.select(this),\"text\",\"\",(function(t){t.attr(\"data-notex\",1)})),i=g.title.text;g._meta&&(i=l.templateString(i,g._meta)),r.text(i).attr({class:\"titletext\",transform:\"\",\"text-anchor\":\"middle\"}).call(s.font,g.title.font).call(f.convertToTspans,t),e=\"middle center\"===g.title.position?function(t){var e=Math.sqrt(t.titleBox.width*t.titleBox.width+t.titleBox.height*t.titleBox.height);return{x:t.cx,y:t.cy,scale:t.trace.hole*t.r*2/e,tx:0,ty:-t.titleBox.height/2+t.trace.title.font.size}}(d):C(d,a),r.attr(\"transform\",u(e.x,e.y)+c(Math.min(1,e.scale))+u(e.tx,e.ty))})),_&&function(t,e){var r,n,i,a,o,s,l,c,u,f,h,p,d;function g(t,e){return t.pxmid[1]-e.pxmid[1]}function v(t,e){return e.pxmid[1]-t.pxmid[1]}function y(t,r){r||(r={});var i,c,u,h,p=r.labelExtraY+(n?r.yLabelMax:r.yLabelMin),d=n?t.yLabelMin:t.yLabelMax,g=n?t.yLabelMax:t.yLabelMin,v=t.cyFinal+o(t.px0[1],t.px1[1]),y=p-d;if(y*l>0&&(t.labelExtraY=y),Array.isArray(e.pull))for(c=0;c<f.length;c++)(u=f[c])===t||(m.castOption(e.pull,t.pts)||0)>=(m.castOption(e.pull,u.pts)||0)||((t.pxmid[1]-u.pxmid[1])*l>0?(y=u.cyFinal+o(u.px0[1],u.px1[1])-d-t.labelExtraY)*l>0&&(t.labelExtraY+=y):(g+t.labelExtraY-v)*l>0&&(i=3*s*Math.abs(c-f.indexOf(t)),(h=u.cxFinal+a(u.px0[0],u.px1[0])+i-(t.cxFinal+t.pxmid[0])-t.labelExtraX)*s>0&&(t.labelExtraX+=h)))}for(n=0;n<2;n++)for(i=n?g:v,o=n?Math.max:Math.min,l=n?1:-1,r=0;r<2;r++){for(a=r?Math.max:Math.min,s=r?1:-1,(c=t[n][r]).sort(i),u=t[1-n][r],f=u.concat(c),p=[],h=0;h<c.length;h++)void 0!==c[h].yLabelMid&&p.push(c[h]);for(d=!1,h=0;n&&h<u.length;h++)if(void 0!==u[h].yLabelMid){d=u[h];break}for(h=0;h<p.length;h++){var x=h&&p[h-1];d&&!h&&(x=d),y(p[h],x)}}}(y,g),function(t,e){t.each((function(t){var r=n.select(this);if(t.labelExtraX||t.labelExtraY){var i=r.select(\"g.slicetext text\");t.transform.targetX+=t.labelExtraX,t.transform.targetY+=t.labelExtraY,i.attr(\"transform\",l.getTextTransform(t.transform));var a=t.cxFinal+t.pxmid[0],s=\"M\"+a+\",\"+(t.cyFinal+t.pxmid[1]),c=(t.yLabelMax-t.yLabelMin)*(t.pxmid[0]<0?-1:1)/4;if(t.labelExtraX){var u=t.labelExtraX*t.pxmid[1]/t.pxmid[0],f=t.yLabelMid+t.labelExtraY-(t.cyFinal+t.pxmid[1]);Math.abs(u)>Math.abs(f)?s+=\"l\"+f*t.pxmid[0]/t.pxmid[1]+\",\"+f+\"H\"+(a+t.labelExtraX+c):s+=\"l\"+t.labelExtraX+\",\"+u+\"v\"+(f-u)+\"h\"+c}else s+=\"V\"+(t.yLabelMid+t.labelExtraY)+\"h\"+c;l.ensureSingle(r,\"path\",\"textline\").call(o.stroke,e.outsidetextfont.color).attr({\"stroke-width\":Math.min(2,e.outsidetextfont.size/8),d:s,fill:\"none\"})}else r.select(\"path.textline\").remove()}))}(v,g),_&&g.automargin){var k=s.bBox(h.node()),A=g.domain,M=a.w*(A.x[1]-A.x[0]),S=a.h*(A.y[1]-A.y[0]),E=(.5*M-d.r)/a.w,P=(.5*S-d.r)/a.h;i.autoMargin(t,\"pie.\"+g.uid+\".automargin\",{xl:A.x[0]-E,xr:A.x[1]+E,yb:A.y[0]-P,yt:A.y[1]+P,l:Math.max(d.cx-d.r-k.left,0),r:Math.max(k.right-(d.cx+d.r),0),b:Math.max(k.bottom-(d.cy+d.r),0),t:Math.max(d.cy-d.r-k.top,0),pad:5})}}))}));setTimeout((function(){h.selectAll(\"tspan\").each((function(){var t=n.select(this);t.attr(\"dy\")&&t.attr(\"dy\",t.attr(\"dy\"))}))}),0)},formatSliceLabel:D,transformInsideText:w,determineInsideTextFont:b,positionTitleOutside:C,prerenderTitles:_,layoutAreas:O,attachFxHandlers:x,computeTransform:R}},{\"../../components/color\":366,\"../../components/drawing\":388,\"../../components/fx\":406,\"../../lib\":503,\"../../lib/svg_text_utils\":529,\"../../plots/plots\":619,\"../bar/constants\":650,\"../bar/uniform_text\":664,\"./event_data\":904,\"./helpers\":905,\"@plotly/d3\":58}],910:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"./style_one\"),a=t(\"../bar/uniform_text\").resizeText;e.exports=function(t){var e=t._fullLayout._pielayer.selectAll(\".trace\");a(t,e,\"pie\"),e.each((function(t){var e=t[0].trace,r=n.select(this);r.style({opacity:e.opacity}),r.selectAll(\"path.surface\").each((function(t){n.select(this).call(i,t,e)}))}))}},{\"../bar/uniform_text\":664,\"./style_one\":911,\"@plotly/d3\":58}],911:[function(t,e,r){\"use strict\";var n=t(\"../../components/color\"),i=t(\"./helpers\").castOption;e.exports=function(t,e,r){var a=r.marker.line,o=i(a.color,e.pts)||n.defaultLine,s=i(a.width,e.pts)||0;t.style(\"stroke-width\",s).call(n.fill,e.color).call(n.stroke,o)}},{\"../../components/color\":366,\"./helpers\":905}],912:[function(t,e,r){\"use strict\";var n=t(\"../scatter/attributes\");e.exports={x:n.x,y:n.y,xy:{valType:\"data_array\",editType:\"calc\"},indices:{valType:\"data_array\",editType:\"calc\"},xbounds:{valType:\"data_array\",editType:\"calc\"},ybounds:{valType:\"data_array\",editType:\"calc\"},text:n.text,marker:{color:{valType:\"color\",arrayOk:!1,editType:\"calc\"},opacity:{valType:\"number\",min:0,max:1,dflt:1,arrayOk:!1,editType:\"calc\"},blend:{valType:\"boolean\",dflt:null,editType:\"calc\"},sizemin:{valType:\"number\",min:.1,max:2,dflt:.5,editType:\"calc\"},sizemax:{valType:\"number\",min:.1,dflt:20,editType:\"calc\"},border:{color:{valType:\"color\",arrayOk:!1,editType:\"calc\"},arearatio:{valType:\"number\",min:0,max:1,dflt:0,editType:\"calc\"},editType:\"calc\"},editType:\"calc\"},transforms:void 0}},{\"../scatter/attributes\":926}],913:[function(t,e,r){\"use strict\";var n=t(\"../../../stackgl_modules\").gl_pointcloud2d,i=t(\"../../lib/str2rgbarray\"),a=t(\"../../plots/cartesian/autorange\").findExtremes,o=t(\"../scatter/get_trace_color\");function s(t,e){this.scene=t,this.uid=e,this.type=\"pointcloud\",this.pickXData=[],this.pickYData=[],this.xData=[],this.yData=[],this.textLabels=[],this.color=\"rgb(0, 0, 0)\",this.name=\"\",this.hoverinfo=\"all\",this.idToIndex=new Int32Array(0),this.bounds=[0,0,0,0],this.pointcloudOptions={positions:new Float32Array(0),idToIndex:this.idToIndex,sizemin:.5,sizemax:12,color:[0,0,0,1],areaRatio:1,borderColor:[0,0,0,1]},this.pointcloud=n(t.glplot,this.pointcloudOptions),this.pointcloud._trace=this}var l=s.prototype;l.handlePick=function(t){var e=this.idToIndex[t.pointId];return{trace:this,dataCoord:t.dataCoord,traceCoord:this.pickXYData?[this.pickXYData[2*e],this.pickXYData[2*e+1]]:[this.pickXData[e],this.pickYData[e]],textLabel:Array.isArray(this.textLabels)?this.textLabels[e]:this.textLabels,color:this.color,name:this.name,pointIndex:e,hoverinfo:this.hoverinfo}},l.update=function(t){this.index=t.index,this.textLabels=t.text,this.name=t.name,this.hoverinfo=t.hoverinfo,this.bounds=[1/0,1/0,-1/0,-1/0],this.updateFast(t),this.color=o(t,{})},l.updateFast=function(t){var e,r,n,o,s,l,c=this.xData=this.pickXData=t.x,u=this.yData=this.pickYData=t.y,f=this.pickXYData=t.xy,h=t.xbounds&&t.ybounds,p=t.indices,d=this.bounds;if(f){if(n=f,e=f.length>>>1,h)d[0]=t.xbounds[0],d[2]=t.xbounds[1],d[1]=t.ybounds[0],d[3]=t.ybounds[1];else for(l=0;l<e;l++)o=n[2*l],s=n[2*l+1],o<d[0]&&(d[0]=o),o>d[2]&&(d[2]=o),s<d[1]&&(d[1]=s),s>d[3]&&(d[3]=s);if(p)r=p;else for(r=new Int32Array(e),l=0;l<e;l++)r[l]=l}else for(e=c.length,n=new Float32Array(2*e),r=new Int32Array(e),l=0;l<e;l++)o=c[l],s=u[l],r[l]=l,n[2*l]=o,n[2*l+1]=s,o<d[0]&&(d[0]=o),o>d[2]&&(d[2]=o),s<d[1]&&(d[1]=s),s>d[3]&&(d[3]=s);this.idToIndex=r,this.pointcloudOptions.idToIndex=r,this.pointcloudOptions.positions=n;var g=i(t.marker.color),m=i(t.marker.border.color),v=t.opacity*t.marker.opacity;g[3]*=v,this.pointcloudOptions.color=g;var y=t.marker.blend;if(null===y){y=c.length<100||u.length<100}this.pointcloudOptions.blend=y,m[3]*=v,this.pointcloudOptions.borderColor=m;var x=t.marker.sizemin,b=Math.max(t.marker.sizemax,t.marker.sizemin);this.pointcloudOptions.sizeMin=x,this.pointcloudOptions.sizeMax=b,this.pointcloudOptions.areaRatio=t.marker.border.arearatio,this.pointcloud.update(this.pointcloudOptions);var _=this.scene.xaxis,w=this.scene.yaxis,T=b/2||.5;t._extremes[_._id]=a(_,[d[0],d[2]],{ppad:T}),t._extremes[w._id]=a(w,[d[1],d[3]],{ppad:T})},l.dispose=function(){this.pointcloud.dispose()},e.exports=function(t,e){var r=new s(t,e.uid);return r.update(e),r}},{\"../../../stackgl_modules\":1120,\"../../lib/str2rgbarray\":528,\"../../plots/cartesian/autorange\":553,\"../scatter/get_trace_color\":936}],914:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"./attributes\");e.exports=function(t,e,r){function a(r,a){return n.coerce(t,e,i,r,a)}a(\"x\"),a(\"y\"),a(\"xbounds\"),a(\"ybounds\"),t.xy&&t.xy instanceof Float32Array&&(e.xy=t.xy),t.indices&&t.indices instanceof Int32Array&&(e.indices=t.indices),a(\"text\"),a(\"marker.color\",r),a(\"marker.opacity\"),a(\"marker.blend\"),a(\"marker.sizemin\"),a(\"marker.sizemax\"),a(\"marker.border.color\",r),a(\"marker.border.arearatio\"),e._length=null}},{\"../../lib\":503,\"./attributes\":912}],915:[function(t,e,r){\"use strict\";[\"*pointcloud* trace is deprecated!\",\"Please consider switching to the *scattergl* trace type.\"].join(\" 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n=t(\"../../plots/font_attributes\"),i=t(\"../../plots/attributes\"),a=t(\"../../components/color/attributes\"),o=t(\"../../components/fx/attributes\"),s=t(\"../../plots/domain\").attributes,l=t(\"../../plots/template_attributes\").hovertemplateAttrs,c=t(\"../../components/colorscale/attributes\"),u=t(\"../../plot_api/plot_template\").templatedArray,f=t(\"../../plots/cartesian/axis_format_attributes\").descriptionOnlyNumbers,h=t(\"../../lib/extend\").extendFlat,p=t(\"../../plot_api/edit_types\").overrideAll;(e.exports=p({hoverinfo:h({},i.hoverinfo,{flags:[],arrayOk:!1}),hoverlabel:o.hoverlabel,domain:s({name:\"sankey\",trace:!0}),orientation:{valType:\"enumerated\",values:[\"v\",\"h\"],dflt:\"h\"},valueformat:{valType:\"string\",dflt:\".3s\",description:f(\"value\")},valuesuffix:{valType:\"string\",dflt:\"\"},arrangement:{valType:\"enumerated\",values:[\"snap\",\"perpendicular\",\"freeform\",\"fixed\"],dflt:\"snap\"},textfont:n({}),customdata:void 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n,i=y(e),a=i.trace,u=a.domain,f=\"h\"===a.orientation,p=a.node.pad,d=a.node.thickness,g=t.width*(u.x[1]-u.x[0]),m=t.height*(u.y[1]-u.y[0]),v=i._nodes,x=i._links,b=i.circular;(n=b?s.sankeyCircular().circularLinkGap(0):o.sankey()).iterations(l.sankeyIterations).size(f?[g,m]:[m,g]).nodeWidth(d).nodePadding(p).nodeId((function(t){return t.pointNumber})).nodes(v).links(x);var _,w,T,k=n();for(var A in n.nodePadding()<p&&h.warn(\"node.pad was reduced to \",n.nodePadding(),\" to fit within the figure.\"),i._groupLookup){var M,S=parseInt(i._groupLookup[A]);for(_=0;_<k.nodes.length;_++)if(k.nodes[_].pointNumber===S){M=k.nodes[_];break}if(M){var E={pointNumber:parseInt(A),x0:M.x0,x1:M.x1,y0:M.y0,y1:M.y1,partOfGroup:!0,sourceLinks:[],targetLinks:[]};k.nodes.unshift(E),M.childrenNodes.unshift(E)}}if(function(){for(_=0;_<k.nodes.length;_++){var t,e,r=k.nodes[_],n={};for(w=0;w<r.targetLinks.length;w++)t=(e=r.targetLinks[w]).source.pointNumber+\":\"+e.target.pointNumber,n.hasOwnProperty(t)||(n[t]=[]),n[t].push(e);var i=Object.keys(n);for(w=0;w<i.length;w++){var a=n[t=i[w]],o=0,s={};for(T=0;T<a.length;T++)s[(e=a[T]).label]||(s[e.label]=0),s[e.label]+=e.value,o+=e.value;for(T=0;T<a.length;T++)(e=a[T]).flow={value:o,labelConcentration:s[e.label]/o,concentration:e.value/o,links:a},e.concentrationscale&&(e.color=c(e.concentrationscale(e.flow.labelConcentration)))}var l=0;for(w=0;w<r.sourceLinks.length;w++)l+=r.sourceLinks[w].value;for(w=0;w<r.sourceLinks.length;w++)(e=r.sourceLinks[w]).concentrationOut=e.value/l;var u=0;for(w=0;w<r.targetLinks.length;w++)u+=r.targetLinks[w].value;for(w=0;w<r.targetLinks.length;w++)(e=r.targetLinks[w]).concenrationIn=e.value/u}}(),a.node.x.length&&a.node.y.length){for(_=0;_<Math.min(a.node.x.length,a.node.y.length,k.nodes.length);_++)if(a.node.x[_]&&a.node.y[_]){var L=[a.node.x[_]*g,a.node.y[_]*m];k.nodes[_].x0=L[0]-d/2,k.nodes[_].x1=L[0]+d/2;var C=k.nodes[_].y1-k.nodes[_].y0;k.nodes[_].y0=L[1]-C/2,k.nodes[_].y1=L[1]+C/2}if(\"snap\"===a.arrangement)!function(t){t.forEach((function(t){var e,r,n,i=0,a=t.length;for(t.sort((function(t,e){return t.y0-e.y0})),n=0;n<a;++n)(e=t[n]).y0>=i||(r=i-e.y0)>1e-6&&(e.y0+=r,e.y1+=r),i=e.y1+p}))}(function(t){var e,r,n=t.map((function(t,e){return{x0:t.x0,index:e}})).sort((function(t,e){return t.x0-e.x0})),i=[],a=-1,o=-1/0;for(_=0;_<n.length;_++){var s=t[n[_].index];s.x0>o+d&&(a+=1,e=s.x0),o=s.x0,i[a]||(i[a]=[]),i[a].push(s),r=e-s.x0,s.x0+=r,s.x1+=r}return i}(v=k.nodes));n.update(k)}return{circular:b,key:r,trace:a,guid:h.randstr(),horizontal:f,width:g,height:m,nodePad:a.node.pad,nodeLineColor:a.node.line.color,nodeLineWidth:a.node.line.width,linkLineColor:a.link.line.color,linkLineWidth:a.link.line.width,valueFormat:a.valueformat,valueSuffix:a.valuesuffix,textFont:a.textfont,translateX:u.x[0]*t.width+t.margin.l,translateY:t.height-u.y[1]*t.height+t.margin.t,dragParallel:f?m:g,dragPerpendicular:f?g:m,arrangement:a.arrangement,sankey:n,graph:k,forceLayouts:{},interactionState:{dragInProgress:!1,hovered:!1}}}function A(t,e,r){var n=c(e.color),i=e.source.label+\"|\"+e.target.label+\"__\"+r;return e.trace=t.trace,e.curveNumber=t.trace.index,{circular:t.circular,key:i,traceId:t.key,pointNumber:e.pointNumber,link:e,tinyColorHue:u.tinyRGB(n),tinyColorAlpha:n.getAlpha(),linkPath:M,linkLineColor:t.linkLineColor,linkLineWidth:t.linkLineWidth,valueFormat:t.valueFormat,valueSuffix:t.valueSuffix,sankey:t.sankey,parent:t,interactionState:t.interactionState,flow:e.flow}}function M(){return function(t){if(t.link.circular)return e=t.link,r=e.width/2,n=e.circularPathData,\"top\"===e.circularLinkType?\"M \"+n.targetX+\" \"+(n.targetY+r)+\" L\"+n.rightInnerExtent+\" \"+(n.targetY+r)+\"A\"+(n.rightLargeArcRadius+r)+\" \"+(n.rightSmallArcRadius+r)+\" 0 0 1 \"+(n.rightFullExtent-r)+\" \"+(n.targetY-n.rightSmallArcRadius)+\"L\"+(n.rightFullExtent-r)+\" \"+n.verticalRightInnerExtent+\"A\"+(n.rightLargeArcRadius+r)+\" \"+(n.rightLargeArcRadius+r)+\" 0 0 1 \"+n.rightInnerExtent+\" \"+(n.verticalFullExtent-r)+\"L\"+n.leftInnerExtent+\" \"+(n.verticalFullExtent-r)+\"A\"+(n.leftLargeArcRadius+r)+\" \"+(n.leftLargeArcRadius+r)+\" 0 0 1 \"+(n.leftFullExtent+r)+\" \"+n.verticalLeftInnerExtent+\"L\"+(n.leftFullExtent+r)+\" \"+(n.sourceY-n.leftSmallArcRadius)+\"A\"+(n.leftLargeArcRadius+r)+\" \"+(n.leftSmallArcRadius+r)+\" 0 0 1 \"+n.leftInnerExtent+\" \"+(n.sourceY+r)+\"L\"+n.sourceX+\" \"+(n.sourceY+r)+\"L\"+n.sourceX+\" \"+(n.sourceY-r)+\"L\"+n.leftInnerExtent+\" \"+(n.sourceY-r)+\"A\"+(n.leftLargeArcRadius-r)+\" \"+(n.leftSmallArcRadius-r)+\" 0 0 0 \"+(n.leftFullExtent-r)+\" \"+(n.sourceY-n.leftSmallArcRadius)+\"L\"+(n.leftFullExtent-r)+\" \"+n.verticalLeftInnerExtent+\"A\"+(n.leftLargeArcRadius-r)+\" \"+(n.leftLargeArcRadius-r)+\" 0 0 0 \"+n.leftInnerExtent+\" \"+(n.verticalFullExtent+r)+\"L\"+n.rightInnerExtent+\" \"+(n.verticalFullExtent+r)+\"A\"+(n.rightLargeArcRadius-r)+\" \"+(n.rightLargeArcRadius-r)+\" 0 0 0 \"+(n.rightFullExtent+r)+\" \"+n.verticalRightInnerExtent+\"L\"+(n.rightFullExtent+r)+\" \"+(n.targetY-n.rightSmallArcRadius)+\"A\"+(n.rightLargeArcRadius-r)+\" \"+(n.rightSmallArcRadius-r)+\" 0 0 0 \"+n.rightInnerExtent+\" \"+(n.targetY-r)+\"L\"+n.targetX+\" \"+(n.targetY-r)+\"Z\":\"M \"+n.targetX+\" \"+(n.targetY-r)+\" L\"+n.rightInnerExtent+\" \"+(n.targetY-r)+\"A\"+(n.rightLargeArcRadius+r)+\" \"+(n.rightSmallArcRadius+r)+\" 0 0 0 \"+(n.rightFullExtent-r)+\" \"+(n.targetY+n.rightSmallArcRadius)+\"L\"+(n.rightFullExtent-r)+\" \"+n.verticalRightInnerExtent+\"A\"+(n.rightLargeArcRadius+r)+\" \"+(n.rightLargeArcRadius+r)+\" 0 0 0 \"+n.rightInnerExtent+\" \"+(n.verticalFullExtent+r)+\"L\"+n.leftInnerExtent+\" \"+(n.verticalFullExtent+r)+\"A\"+(n.leftLargeArcRadius+r)+\" \"+(n.leftLargeArcRadius+r)+\" 0 0 0 \"+(n.leftFullExtent+r)+\" \"+n.verticalLeftInnerExtent+\"L\"+(n.leftFullExtent+r)+\" \"+(n.sourceY+n.leftSmallArcRadius)+\"A\"+(n.leftLargeArcRadius+r)+\" \"+(n.leftSmallArcRadius+r)+\" 0 0 0 \"+n.leftInnerExtent+\" \"+(n.sourceY-r)+\"L\"+n.sourceX+\" \"+(n.sourceY-r)+\"L\"+n.sourceX+\" \"+(n.sourceY+r)+\"L\"+n.leftInnerExtent+\" \"+(n.sourceY+r)+\"A\"+(n.leftLargeArcRadius-r)+\" \"+(n.leftSmallArcRadius-r)+\" 0 0 1 \"+(n.leftFullExtent-r)+\" \"+(n.sourceY+n.leftSmallArcRadius)+\"L\"+(n.leftFullExtent-r)+\" \"+n.verticalLeftInnerExtent+\"A\"+(n.leftLargeArcRadius-r)+\" \"+(n.leftLargeArcRadius-r)+\" 0 0 1 \"+n.leftInnerExtent+\" \"+(n.verticalFullExtent-r)+\"L\"+n.rightInnerExtent+\" \"+(n.verticalFullExtent-r)+\"A\"+(n.rightLargeArcRadius-r)+\" \"+(n.rightLargeArcRadius-r)+\" 0 0 1 \"+(n.rightFullExtent+r)+\" \"+n.verticalRightInnerExtent+\"L\"+(n.rightFullExtent+r)+\" \"+(n.targetY+n.rightSmallArcRadius)+\"A\"+(n.rightLargeArcRadius-r)+\" \"+(n.rightSmallArcRadius-r)+\" 0 0 1 \"+n.rightInnerExtent+\" \"+(n.targetY+r)+\"L\"+n.targetX+\" \"+(n.targetY+r)+\"Z\";var e,r,n,a=t.link.source.x1,o=t.link.target.x0,s=i(a,o),l=s(.5),c=s(.5),u=t.link.y0-t.link.width/2,f=t.link.y0+t.link.width/2,h=t.link.y1-t.link.width/2,p=t.link.y1+t.link.width/2;return\"M\"+a+\",\"+u+\"C\"+l+\",\"+u+\" \"+c+\",\"+h+\" \"+o+\",\"+h+\"L\"+o+\",\"+p+\"C\"+c+\",\"+p+\" \"+l+\",\"+f+\" \"+a+\",\"+f+\"Z\"}}function S(t,e){var r=c(e.color),n=l.nodePadAcross,i=t.nodePad/2;e.dx=e.x1-e.x0,e.dy=e.y1-e.y0;var a=e.dx,o=Math.max(.5,e.dy),s=\"node_\"+e.pointNumber;return e.group&&(s=h.randstr()),e.trace=t.trace,e.curveNumber=t.trace.index,{index:e.pointNumber,key:s,partOfGroup:e.partOfGroup||!1,group:e.group,traceId:t.key,trace:t.trace,node:e,nodePad:t.nodePad,nodeLineColor:t.nodeLineColor,nodeLineWidth:t.nodeLineWidth,textFont:t.textFont,size:t.horizontal?t.height:t.width,visibleWidth:Math.ceil(a),visibleHeight:o,zoneX:-n,zoneY:-i,zoneWidth:a+2*n,zoneHeight:o+2*i,labelY:t.horizontal?e.dy/2+1:e.dx/2+1,left:1===e.originalLayer,sizeAcross:t.width,forceLayouts:t.forceLayouts,horizontal:t.horizontal,darkBackground:r.getBrightness()<=128,tinyColorHue:u.tinyRGB(r),tinyColorAlpha:r.getAlpha(),valueFormat:t.valueFormat,valueSuffix:t.valueSuffix,sankey:t.sankey,graph:t.graph,arrangement:t.arrangement,uniqueNodeLabelPathId:[t.guid,t.key,s].join(\"_\"),interactionState:t.interactionState,figure:t}}function E(t){t.attr(\"transform\",(function(t){return p(t.node.x0.toFixed(3),t.node.y0.toFixed(3))}))}function L(t){t.call(E)}function C(t,e){t.call(L),e.attr(\"d\",M())}function P(t){t.attr(\"width\",(function(t){return t.node.x1-t.node.x0})).attr(\"height\",(function(t){return t.visibleHeight}))}function I(t){return t.link.width>1||t.linkLineWidth>0}function O(t){return p(t.translateX,t.translateY)+(t.horizontal?\"matrix(1 0 0 1 0 0)\":\"matrix(0 1 1 0 0 0)\")}function z(t,e,r){t.on(\".basic\",null).on(\"mouseover.basic\",(function(t){t.interactionState.dragInProgress||t.partOfGroup||(r.hover(this,t,e),t.interactionState.hovered=[this,t])})).on(\"mousemove.basic\",(function(t){t.interactionState.dragInProgress||t.partOfGroup||(r.follow(this,t),t.interactionState.hovered=[this,t])})).on(\"mouseout.basic\",(function(t){t.interactionState.dragInProgress||t.partOfGroup||(r.unhover(this,t,e),t.interactionState.hovered=!1)})).on(\"click.basic\",(function(t){t.interactionState.hovered&&(r.unhover(this,t,e),t.interactionState.hovered=!1),t.interactionState.dragInProgress||t.partOfGroup||r.select(this,t,e)}))}function D(t,e,r,i){var o=a.behavior.drag().origin((function(t){return{x:t.node.x0+t.visibleWidth/2,y:t.node.y0+t.visibleHeight/2}})).on(\"dragstart\",(function(a){if(\"fixed\"!==a.arrangement&&(h.ensureSingle(i._fullLayout._infolayer,\"g\",\"dragcover\",(function(t){i._fullLayout._dragCover=t})),h.raiseToTop(this),a.interactionState.dragInProgress=a.node,F(a.node),a.interactionState.hovered&&(r.nodeEvents.unhover.apply(0,a.interactionState.hovered),a.interactionState.hovered=!1),\"snap\"===a.arrangement)){var o=a.traceId+\"|\"+a.key;a.forceLayouts[o]?a.forceLayouts[o].alpha(1):function(t,e,r,i){!function(t){for(var e=0;e<t.length;e++)t[e].y=(t[e].y0+t[e].y1)/2,t[e].x=(t[e].x0+t[e].x1)/2}(r.graph.nodes);var a=r.graph.nodes.filter((function(t){return t.originalX===r.node.originalX})).filter((function(t){return!t.partOfGroup}));r.forceLayouts[e]=n.forceSimulation(a).alphaDecay(0).force(\"collide\",n.forceCollide().radius((function(t){return t.dy/2+r.nodePad/2})).strength(1).iterations(l.forceIterations)).force(\"constrain\",function(t,e,r,n){return function(){for(var t=0,i=0;i<r.length;i++){var a=r[i];a===n.interactionState.dragInProgress?(a.x=a.lastDraggedX,a.y=a.lastDraggedY):(a.vx=(a.originalX-a.x)/l.forceTicksPerFrame,a.y=Math.min(n.size-a.dy/2,Math.max(a.dy/2,a.y))),t=Math.max(t,Math.abs(a.vx),Math.abs(a.vy))}!n.interactionState.dragInProgress&&t<.1&&n.forceLayouts[e].alpha()>0&&n.forceLayouts[e].alpha(0)}}(0,e,a,r)).stop()}(0,o,a),function(t,e,r,n,i){window.requestAnimationFrame((function a(){var o;for(o=0;o<l.forceTicksPerFrame;o++)r.forceLayouts[n].tick();if(function(t){for(var e=0;e<t.length;e++)t[e].y0=t[e].y-t[e].dy/2,t[e].y1=t[e].y0+t[e].dy,t[e].x0=t[e].x-t[e].dx/2,t[e].x1=t[e].x0+t[e].dx}(r.graph.nodes),r.sankey.update(r.graph),C(t.filter(B(r)),e),r.forceLayouts[n].alpha()>0)window.requestAnimationFrame(a);else{var s=r.node.originalX;r.node.x0=s-r.visibleWidth/2,r.node.x1=s+r.visibleWidth/2,R(r,i)}}))}(t,e,a,o,i)}})).on(\"drag\",(function(r){if(\"fixed\"!==r.arrangement){var n=a.event.x,i=a.event.y;\"snap\"===r.arrangement?(r.node.x0=n-r.visibleWidth/2,r.node.x1=n+r.visibleWidth/2,r.node.y0=i-r.visibleHeight/2,r.node.y1=i+r.visibleHeight/2):(\"freeform\"===r.arrangement&&(r.node.x0=n-r.visibleWidth/2,r.node.x1=n+r.visibleWidth/2),i=Math.max(0,Math.min(r.size-r.visibleHeight/2,i)),r.node.y0=i-r.visibleHeight/2,r.node.y1=i+r.visibleHeight/2),F(r.node),\"snap\"!==r.arrangement&&(r.sankey.update(r.graph),C(t.filter(B(r)),e))}})).on(\"dragend\",(function(t){if(\"fixed\"!==t.arrangement){t.interactionState.dragInProgress=!1;for(var e=0;e<t.node.childrenNodes.length;e++)t.node.childrenNodes[e].x=t.node.x,t.node.childrenNodes[e].y=t.node.y;\"snap\"!==t.arrangement&&R(t,i)}}));t.on(\".drag\",null).call(o)}function R(t,e){for(var r=[],n=[],i=0;i<t.graph.nodes.length;i++){var a=(t.graph.nodes[i].x0+t.graph.nodes[i].x1)/2,o=(t.graph.nodes[i].y0+t.graph.nodes[i].y1)/2;r.push(a/t.figure.width),n.push(o/t.figure.height)}b.call(\"_guiRestyle\",e,{\"node.x\":[r],\"node.y\":[n]},t.trace.index).then((function(){e._fullLayout._dragCover&&e._fullLayout._dragCover.remove()}))}function F(t){t.lastDraggedX=t.x0+t.dx/2,t.lastDraggedY=t.y0+t.dy/2}function B(t){return function(e){return e.node.originalX===t.node.originalX}}e.exports=function(t,e,r,n,i){var o=!1;h.ensureSingle(t._fullLayout._infolayer,\"g\",\"first-render\",(function(){o=!0}));var s=t._fullLayout._dragCover,g=r.filter((function(t){return y(t).trace.visible})).map(k.bind(null,n)),b=e.selectAll(\".\"+l.cn.sankey).data(g,m);b.exit().remove(),b.enter().append(\"g\").classed(l.cn.sankey,!0).style(\"box-sizing\",\"content-box\").style(\"position\",\"absolute\").style(\"left\",0).style(\"shape-rendering\",\"geometricPrecision\").style(\"pointer-events\",\"auto\").attr(\"transform\",O),b.each((function(e,r){t._fullData[r]._sankey=e;var n=\"bgsankey-\"+e.trace.uid+\"-\"+r;h.ensureSingle(t._fullLayout._draggers,\"rect\",n),t._fullData[r]._bgRect=a.select(\".\"+n),t._fullData[r]._bgRect.style(\"pointer-events\",\"all\").attr(\"width\",e.width).attr(\"height\",e.height).attr(\"x\",e.translateX).attr(\"y\",e.translateY).classed(\"bgsankey\",!0).style({fill:\"transparent\",\"stroke-width\":0})})),b.transition().ease(l.ease).duration(l.duration).attr(\"transform\",O);var _=b.selectAll(\".\"+l.cn.sankeyLinks).data(v,m);_.enter().append(\"g\").classed(l.cn.sankeyLinks,!0).style(\"fill\",\"none\");var L=_.selectAll(\".\"+l.cn.sankeyLink).data((function(t){return t.graph.links.filter((function(t){return t.value})).map(A.bind(null,t))}),m);L.enter().append(\"path\").classed(l.cn.sankeyLink,!0).call(z,b,i.linkEvents),L.style(\"stroke\",(function(t){return I(t)?u.tinyRGB(c(t.linkLineColor)):t.tinyColorHue})).style(\"stroke-opacity\",(function(t){return I(t)?u.opacity(t.linkLineColor):t.tinyColorAlpha})).style(\"fill\",(function(t){return t.tinyColorHue})).style(\"fill-opacity\",(function(t){return t.tinyColorAlpha})).style(\"stroke-width\",(function(t){return I(t)?t.linkLineWidth:1})).attr(\"d\",M()),L.style(\"opacity\",(function(){return t._context.staticPlot||o||s?1:0})).transition().ease(l.ease).duration(l.duration).style(\"opacity\",1),L.exit().transition().ease(l.ease).duration(l.duration).style(\"opacity\",0).remove();var C=b.selectAll(\".\"+l.cn.sankeyNodeSet).data(v,m);C.enter().append(\"g\").classed(l.cn.sankeyNodeSet,!0),C.style(\"cursor\",(function(t){switch(t.arrangement){case\"fixed\":return\"default\";case\"perpendicular\":return\"ns-resize\";default:return\"move\"}}));var R=C.selectAll(\".\"+l.cn.sankeyNode).data((function(t){var e=t.graph.nodes;return function(t){var e,r=[];for(e=0;e<t.length;e++)t[e].originalX=(t[e].x0+t[e].x1)/2,t[e].originalY=(t[e].y0+t[e].y1)/2,-1===r.indexOf(t[e].originalX)&&r.push(t[e].originalX);for(r.sort((function(t,e){return t-e})),e=0;e<t.length;e++)t[e].originalLayerIndex=r.indexOf(t[e].originalX),t[e].originalLayer=t[e].originalLayerIndex/(r.length-1)}(e),e.map(S.bind(null,t))}),m);R.enter().append(\"g\").classed(l.cn.sankeyNode,!0).call(E).style(\"opacity\",(function(e){return!t._context.staticPlot&&!o||e.partOfGroup?0:1})),R.call(z,b,i.nodeEvents).call(D,L,i,t),R.transition().ease(l.ease).duration(l.duration).call(E).style(\"opacity\",(function(t){return t.partOfGroup?0:1})),R.exit().transition().ease(l.ease).duration(l.duration).style(\"opacity\",0).remove();var F=R.selectAll(\".\"+l.cn.nodeRect).data(v);F.enter().append(\"rect\").classed(l.cn.nodeRect,!0).call(P),F.style(\"stroke-width\",(function(t){return t.nodeLineWidth})).style(\"stroke\",(function(t){return u.tinyRGB(c(t.nodeLineColor))})).style(\"stroke-opacity\",(function(t){return u.opacity(t.nodeLineColor)})).style(\"fill\",(function(t){return t.tinyColorHue})).style(\"fill-opacity\",(function(t){return t.tinyColorAlpha})),F.transition().ease(l.ease).duration(l.duration).call(P);var B=R.selectAll(\".\"+l.cn.nodeLabel).data(v);B.enter().append(\"text\").classed(l.cn.nodeLabel,!0).style(\"cursor\",\"default\"),B.attr(\"data-notex\",1).text((function(t){return t.node.label})).each((function(e){var r=a.select(this);f.font(r,e.textFont),x.convertToTspans(r,t)})).style(\"text-shadow\",x.makeTextShadow(t._fullLayout.paper_bgcolor)).attr(\"text-anchor\",(function(t){return t.horizontal&&t.left?\"end\":\"start\"})).attr(\"transform\",(function(t){var e=a.select(this),r=x.lineCount(e),n=t.textFont.size*((r-1)*T-w),i=t.nodeLineWidth/2+3,o=((t.horizontal?t.visibleHeight:t.visibleWidth)-n)/2;t.horizontal&&(t.left?i=-i:i+=t.visibleWidth);var s=t.horizontal?\"\":\"scale(-1,1)\"+d(90);return p(t.horizontal?i:o,t.horizontal?o:i)+s})),B.transition().ease(l.ease).duration(l.duration)}},{\"../../components/color\":366,\"../../components/drawing\":388,\"../../constants/alignment\":471,\"../../lib\":503,\"../../lib/gup\":500,\"../../lib/svg_text_utils\":529,\"../../registry\":638,\"./constants\":919,\"@plotly/d3\":58,\"@plotly/d3-sankey\":57,\"@plotly/d3-sankey-circular\":56,\"d3-force\":111,\"d3-interpolate\":116,tinycolor2:312}],924:[function(t,e,r){\"use strict\";e.exports=function(t,e){for(var r=[],n=t.cd[0].trace,i=n._sankey.graph.nodes,a=0;a<i.length;a++){var o=i[a];if(!o.partOfGroup){var 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n=t(\"../../lib\"),i=t(\"../scatter/constants\"),a=t(\"../scatter/subtypes\"),o=t(\"../scatter/marker_defaults\"),s=t(\"../scatter/line_defaults\"),l=t(\"../scatter/line_shape_defaults\"),c=t(\"../scatter/text_defaults\"),u=t(\"../scatter/fillcolor_defaults\"),f=t(\"./attributes\");e.exports=function(t,e,r,h){function p(r,i){return n.coerce(t,e,f,r,i)}p(\"carpet\"),e.xaxis=\"x\",e.yaxis=\"y\";var d=p(\"a\"),g=p(\"b\"),m=Math.min(d.length,g.length);if(m){e._length=m,p(\"text\"),p(\"texttemplate\"),p(\"hovertext\"),p(\"mode\",m<i.PTS_LINESONLY?\"lines+markers\":\"lines\"),a.hasLines(e)&&(s(t,e,r,h,p),l(t,e,p),p(\"connectgaps\")),a.hasMarkers(e)&&o(t,e,r,h,p,{gradient:!0}),a.hasText(e)&&c(t,e,h,p);var 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n=t(\"../scatter/hover\"),i=t(\"../../lib\").fillText;e.exports=function(t,e,r,a){var o=n(t,e,r,a);if(o&&!1!==o[0].index){var s=o[0];if(void 0===s.index){var l=1-s.y0/t.ya._length,c=t.xa._length,u=c*l/2,f=c-u;return s.x0=Math.max(Math.min(s.x0,f),u),s.x1=Math.max(Math.min(s.x1,f),u),o}var h=s.cd[s.index];s.a=h.a,s.b=h.b,s.xLabelVal=void 0,s.yLabelVal=void 0;var p=s.trace,d=p._carpet,g=p._module.formatLabels(h,p);s.yLabel=g.yLabel,delete s.text;var m=[];if(!p.hovertemplate){var v=(h.hi||p.hoverinfo).split(\"+\");-1!==v.indexOf(\"all\")&&(v=[\"a\",\"b\",\"text\"]),-1!==v.indexOf(\"a\")&&y(d.aaxis,h.a),-1!==v.indexOf(\"b\")&&y(d.baxis,h.b),m.push(\"y: \"+s.yLabel),-1!==v.indexOf(\"text\")&&i(h,p,m),s.extraText=m.join(\"<br>\")}return o}function y(t,e){var r;r=t.labelprefix&&t.labelprefix.length>0?t.labelprefix.replace(/ = $/,\"\"):t._hovertitle,m.push(r+\": \"+e.toFixed(3)+t.labelsuffix)}}},{\"../../lib\":503,\"../scatter/hover\":937}],966:[function(t,e,r){\"use 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s,l,c,u=r[0][0].carpet,f={xaxis:i.getFromId(t,u.xaxis||\"x\"),yaxis:i.getFromId(t,u.yaxis||\"y\"),plot:e.plot};for(n(t,f,r,o),s=0;s<r.length;s++)l=r[s][0].trace,c=o.selectAll(\"g.trace\"+l.uid+\" .js-line\"),a.setClipUrl(c,r[s][0].carpet._clipPathId,t)}},{\"../../components/drawing\":388,\"../../plots/cartesian/axes\":554,\"../scatter/plot\":947}],968:[function(t,e,r){\"use strict\";var n=t(\"../../plots/template_attributes\").hovertemplateAttrs,i=t(\"../../plots/template_attributes\").texttemplateAttrs,a=t(\"../scatter/attributes\"),o=t(\"../../plots/attributes\"),s=t(\"../../components/colorscale/attributes\"),l=t(\"../../components/drawing/attributes\").dash,c=t(\"../../lib/extend\").extendFlat,u=t(\"../../plot_api/edit_types\").overrideAll,f=a.marker,h=a.line,p=f.line;e.exports=u({lon:{valType:\"data_array\"},lat:{valType:\"data_array\"},locations:{valType:\"data_array\"},locationmode:{valType:\"enumerated\",values:[\"ISO-3\",\"USA-states\",\"country 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n=t(\"../../lib\"),i=t(\"../scatter/subtypes\"),a=t(\"../scatter/marker_defaults\"),o=t(\"../scatter/line_defaults\"),s=t(\"../scatter/text_defaults\"),l=t(\"../scatter/fillcolor_defaults\"),c=t(\"./attributes\");e.exports=function(t,e,r,u){function f(r,i){return n.coerce(t,e,c,r,i)}var h,p=f(\"locations\");if(p&&p.length){var d,g=f(\"geojson\");(\"string\"==typeof g&&\"\"!==g||n.isPlainObject(g))&&(d=\"geojson-id\"),\"geojson-id\"===f(\"locationmode\",d)&&f(\"featureidkey\"),h=p.length}else{var m=f(\"lon\")||[],v=f(\"lat\")||[];h=Math.min(m.length,v.length)}h?(e._length=h,f(\"text\"),f(\"hovertext\"),f(\"hovertemplate\"),f(\"mode\"),i.hasLines(e)&&(o(t,e,r,u,f),f(\"connectgaps\")),i.hasMarkers(e)&&a(t,e,r,u,f,{gradient:!0}),i.hasText(e)&&(f(\"texttemplate\"),s(t,e,u,f)),f(\"fill\"),\"none\"!==e.fill&&l(t,e,r,f),n.coerceSelectionMarkerOpacity(e,f)):e.visible=!1}},{\"../../lib\":503,\"../scatter/fillcolor_defaults\":934,\"../scatter/line_defaults\":939,\"../scatter/marker_defaults\":945,\"../scatter/subtypes\":951,\"../scatter/text_defaults\":952,\"./attributes\":968}],971:[function(t,e,r){\"use strict\";e.exports=function(t,e,r,n,i){t.lon=e.lon,t.lat=e.lat,t.location=e.loc?e.loc:null;var a=n[i];return a.fIn&&a.fIn.properties&&(t.properties=a.fIn.properties),t}},{}],972:[function(t,e,r){\"use strict\";var n=t(\"../../plots/cartesian/axes\");e.exports=function(t,e,r){var i={},a=r[e.geo]._subplot.mockAxis,o=t.lonlat;return i.lonLabel=n.tickText(a,a.c2l(o[0]),!0).text,i.latLabel=n.tickText(a,a.c2l(o[1]),!0).text,i}},{\"../../plots/cartesian/axes\":554}],973:[function(t,e,r){\"use strict\";var n=t(\"../../components/fx\"),i=t(\"../../constants/numerical\").BADNUM,a=t(\"../scatter/get_trace_color\"),o=t(\"../../lib\").fillText,s=t(\"./attributes\");e.exports=function(t,e,r){var l=t.cd,c=l[0].trace,u=t.xa,f=t.ya,h=t.subplot,p=h.projection.isLonLatOverEdges,d=h.project;if(n.getClosest(l,(function(t){var n=t.lonlat;if(n[0]===i)return 1/0;if(p(n))return 1/0;var a=d(n),o=d([e,r]),s=Math.abs(a[0]-o[0]),l=Math.abs(a[1]-o[1]),c=Math.max(3,t.mrc||0);return Math.max(Math.sqrt(s*s+l*l)-c,1-3/c)}),t),!1!==t.index){var g=l[t.index],m=g.lonlat,v=[u.c2p(m),f.c2p(m)],y=g.mrc||1;t.x0=v[0]-y,t.x1=v[0]+y,t.y0=v[1]-y,t.y1=v[1]+y,t.loc=g.loc,t.lon=m[0],t.lat=m[1];var x={};x[c.geo]={_subplot:h};var b=c._module.formatLabels(g,c,x);return 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n;if(f.hasText(e)&&(n.text=y(t,e),n.textSel=_(t,e,e.selected),n.textUnsel=_(t,e,e.unselected)),f.hasMarkers(e)&&(n.marker=x(e),n.markerSel=b(e,e.selected),n.markerUnsel=b(e,e.unselected),!e.unselected&&s.isArrayOrTypedArray(e.marker.opacity))){var a=e.marker.opacity;for(n.markerUnsel.opacity=new Array(a.length),r=0;r<a.length;r++)n.markerUnsel.opacity[r]=g*a[r]}if(f.hasLines(e)){n.line={overlay:!0,thickness:e.line.width*i,color:e.line.color,opacity:e.opacity};var o=(d.DASHES[e.line.dash]||[1]).slice();for(r=0;r<o.length;++r)o[r]*=e.line.width*i;n.line.dashes=o}return e.error_x&&e.error_x.visible&&(n.errorX=w(e,e.error_x,i)),e.error_y&&e.error_y.visible&&(n.errorY=w(e,e.error_y,i)),e.fill&&\"none\"!==e.fill&&(n.fill={closed:!0,fill:e.fillcolor,thickness:0}),n},markerStyle:x,markerSelection:b,linePositions:function(t,e,r){var 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if(\"vh\"===e.line.shape){for(n=[],i=0;i<o-1;i++)isNaN(r[2*i])||isNaN(r[2*i+1])?n.push(NaN,NaN,NaN,NaN):(n.push(r[2*i],r[2*i+1]),isNaN(r[2*i+2])||isNaN(r[2*i+3])?n.push(NaN,NaN):n.push(r[2*i],r[2*i+3]));n.push(r[a-2],r[a-1])}else n=r;var c=!1;for(i=0;i<n.length;i++)if(isNaN(n[i])){c=!0;break}var u=c||n.length>d.TOO_MANY_POINTS||f.hasMarkers(e)?\"rect\":\"round\";if(c&&e.connectgaps){var h=n[0],p=n[1];for(i=0;i<n.length;i+=2)isNaN(n[i])||isNaN(n[i+1])?(n[i]=h,n[i+1]=p):(h=n[i],p=n[i+1])}return{join:u,positions:n}},errorBarPositions:function(t,e,r,i,a){var s=o.getComponentMethod(\"errorbars\",\"makeComputeError\"),l=c.getFromId(t,e.xaxis),u=c.getFromId(t,e.yaxis),f=r.length/2,h={};function p(t,i){var a=i._id.charAt(0),o=e[\"error_\"+a];if(o&&o.visible&&(\"linear\"===i.type||\"log\"===i.type)){for(var l=s(o),c={x:0,y:1}[a],u={x:[0,1,2,3],y:[2,3,0,1]}[a],p=new Float64Array(4*f),d=1/0,g=-1/0,m=0,v=0;m<f;m++,v+=4){var y=t[m];if(n(y)){var x=r[2*m+c],b=l(y,m),_=b[0],w=b[1];if(n(_)&&n(w)){var T=y-_,k=y+w;p[v+u[0]]=x-i.c2l(T),p[v+u[1]]=i.c2l(k)-x,p[v+u[2]]=0,p[v+u[3]]=0,d=Math.min(d,y-_),g=Math.max(g,y+w)}}}h[a]={positions:r,errors:p,_bnds:[d,g]}}}return p(i,l),p(a,u),h},textPosition:function(t,e,r,n){var i,a=e._length,o={};if(f.hasMarkers(e)){var s=r.font,l=r.align,c=r.baseline;for(o.offset=new Array(a),i=0;i<a;i++){var u=n.sizes?n.sizes[i]:n.size,h=Array.isArray(s)?s[i].size:s.size,p=Array.isArray(l)?l.length>1?l[i]:l[0]:l,d=Array.isArray(c)?c.length>1?c[i]:c[0]:c,g=m[p],v=m[d],y=u?u/.8+1:0,x=-v*y-.5*v;o.offset[i]=[g*y/h,x/h]}}return o}}},{\"../../components/drawing\":388,\"../../components/fx/helpers\":402,\"../../constants/interactions\":478,\"../../lib\":503,\"../../lib/gl_format_color\":499,\"../../plots/cartesian/axis_ids\":558,\"../../registry\":638,\"../scatter/make_bubble_size_func\":943,\"../scatter/subtypes\":951,\"./constants\":980,\"./helpers\":985,\"color-normalize\":89,\"fast-isnumeric\":190,\"svg-path-sdf\":310}],982:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../registry\"),a=t(\"./helpers\"),o=t(\"./attributes\"),s=t(\"../scatter/constants\"),l=t(\"../scatter/subtypes\"),c=t(\"../scatter/xy_defaults\"),u=t(\"../scatter/period_defaults\"),f=t(\"../scatter/marker_defaults\"),h=t(\"../scatter/line_defaults\"),p=t(\"../scatter/fillcolor_defaults\"),d=t(\"../scatter/text_defaults\");e.exports=function(t,e,r,g){function m(r,i){return n.coerce(t,e,o,r,i)}var v=!!t.marker&&a.isOpenSymbol(t.marker.symbol),y=l.isBubble(t),x=c(t,e,g,m);if(x){u(t,e,g,m),m(\"xhoverformat\"),m(\"yhoverformat\");var b=x<s.PTS_LINESONLY?\"lines+markers\":\"lines\";m(\"text\"),m(\"hovertext\"),m(\"hovertemplate\"),m(\"mode\",b),l.hasLines(e)&&(m(\"connectgaps\"),h(t,e,r,g,m),m(\"line.shape\")),l.hasMarkers(e)&&(f(t,e,r,g,m),m(\"marker.line.width\",v||y?1:0)),l.hasText(e)&&(m(\"texttemplate\"),d(t,e,g,m));var _=(e.line||{}).color,w=(e.marker||{}).color;m(\"fill\"),\"none\"!==e.fill&&p(t,e,r,m);var T=i.getComponentMethod(\"errorbars\",\"supplyDefaults\");T(t,e,_||w||r,{axis:\"y\"}),T(t,e,_||w||r,{axis:\"x\",inherit:\"y\"}),n.coerceSelectionMarkerOpacity(e,m)}else e.visible=!1}},{\"../../lib\":503,\"../../registry\":638,\"../scatter/constants\":930,\"../scatter/fillcolor_defaults\":934,\"../scatter/line_defaults\":939,\"../scatter/marker_defaults\":945,\"../scatter/period_defaults\":946,\"../scatter/subtypes\":951,\"../scatter/text_defaults\":952,\"../scatter/xy_defaults\":953,\"./attributes\":978,\"./helpers\":985}],983:[function(t,e,r){\"use strict\";var n=t(\"../../lib\"),i=t(\"../../components/color\"),a=t(\"../../constants/interactions\").DESELECTDIM;e.exports={styleTextSelection:function(t){var e,r,o=t[0],s=o.trace,l=o.t,c=l._scene,u=l.index,f=c.selectBatch[u],h=c.unselectBatch[u],p=c.textOptions[u],d=c.textSelectedOptions[u]||{},g=c.textUnselectedOptions[u]||{},m=n.extendFlat({},p);if(f.length||h.length){var v=d.color,y=g.color,x=p.color,b=Array.isArray(x);for(m.color=new Array(s._length),e=0;e<f.length;e++)r=f[e],m.color[r]=v||(b?x[r]:x);for(e=0;e<h.length;e++){r=h[e];var _=b?x[r]:x;m.color[r]=y||(v?_:i.addOpacity(_,a))}}c.glText[u].update(m)}}},{\"../../components/color\":366,\"../../constants/interactions\":478,\"../../lib\":503}],984:[function(t,e,r){\"use strict\";var n=t(\"../scatter/format_labels\");e.exports=function(t,e,r){var i=t.i;return\"x\"in t||(t.x=e._x[i]),\"y\"in t||(t.y=e._y[i]),n(t,e,r)}},{\"../scatter/format_labels\":935}],985:[function(t,e,r){\"use strict\";var n=t(\"./constants\");r.isOpenSymbol=function(t){return\"string\"==typeof t?n.OPEN_RE.test(t):t%200>100},r.isDotSymbol=function(t){return\"string\"==typeof t?n.DOT_RE.test(t):t>200}},{\"./constants\":980}],986:[function(t,e,r){\"use strict\";var n=t(\"../../registry\"),i=t(\"../../lib\"),a=t(\"../scatter/get_trace_color\");function o(t,e,r,o){var s=t.xa,l=t.ya,c=t.distance,u=t.dxy,f=t.index,h={pointNumber:f,x:e[f],y:r[f]};h.tx=Array.isArray(o.text)?o.text[f]:o.text,h.htx=Array.isArray(o.hovertext)?o.hovertext[f]:o.hovertext,h.data=Array.isArray(o.customdata)?o.customdata[f]:o.customdata,h.tp=Array.isArray(o.textposition)?o.textposition[f]:o.textposition;var p=o.textfont;p&&(h.ts=i.isArrayOrTypedArray(p.size)?p.size[f]:p.size,h.tc=Array.isArray(p.color)?p.color[f]:p.color,h.tf=Array.isArray(p.family)?p.family[f]:p.family);var d=o.marker;d&&(h.ms=i.isArrayOrTypedArray(d.size)?d.size[f]:d.size,h.mo=i.isArrayOrTypedArray(d.opacity)?d.opacity[f]:d.opacity,h.mx=i.isArrayOrTypedArray(d.symbol)?d.symbol[f]:d.symbol,h.mc=i.isArrayOrTypedArray(d.color)?d.color[f]:d.color);var g=d&&d.line;g&&(h.mlc=Array.isArray(g.color)?g.color[f]:g.color,h.mlw=i.isArrayOrTypedArray(g.width)?g.width[f]:g.width);var m=d&&d.gradient;m&&\"none\"!==m.type&&(h.mgt=Array.isArray(m.type)?m.type[f]:m.type,h.mgc=Array.isArray(m.color)?m.color[f]:m.color);var v=s.c2p(h.x,!0),y=l.c2p(h.y,!0),x=h.mrc||1,b=o.hoverlabel;b&&(h.hbg=Array.isArray(b.bgcolor)?b.bgcolor[f]:b.bgcolor,h.hbc=Array.isArray(b.bordercolor)?b.bordercolor[f]:b.bordercolor,h.hts=i.isArrayOrTypedArray(b.font.size)?b.font.size[f]:b.font.size,h.htc=Array.isArray(b.font.color)?b.font.color[f]:b.font.color,h.htf=Array.isArray(b.font.family)?b.font.family[f]:b.font.family,h.hnl=i.isArrayOrTypedArray(b.namelength)?b.namelength[f]:b.namelength);var _=o.hoverinfo;_&&(h.hi=Array.isArray(_)?_[f]:_);var w=o.hovertemplate;w&&(h.ht=Array.isArray(w)?w[f]:w);var T={};T[t.index]=h;var k=o._origX,A=o._origY,M=i.extendFlat({},t,{color:a(o,h),x0:v-x,x1:v+x,xLabelVal:k?k[f]:h.x,y0:y-x,y1:y+x,yLabelVal:A?A[f]:h.y,cd:T,distance:c,spikeDistance:u,hovertemplate:h.ht});return h.htx?M.text=h.htx:h.tx?M.text=h.tx:o.text&&(M.text=o.text),i.fillText(h,o,M),n.getComponentMethod(\"errorbars\",\"hoverInfo\")(h,o,M),M}e.exports={hoverPoints:function(t,e,r,n){var i,a,s,l,c,u,f,h,p,d,g=t.cd,m=g[0].t,v=g[0].trace,y=t.xa,x=t.ya,b=m.x,_=m.y,w=y.c2p(e),T=x.c2p(r),k=t.distance;if(m.tree){var A=y.p2c(w-k),M=y.p2c(w+k),S=x.p2c(T-k),E=x.p2c(T+k);i=\"x\"===n?m.tree.range(Math.min(A,M),Math.min(x._rl[0],x._rl[1]),Math.max(A,M),Math.max(x._rl[0],x._rl[1])):m.tree.range(Math.min(A,M),Math.min(S,E),Math.max(A,M),Math.max(S,E))}else i=m.ids;var L=k;if(\"x\"===n){var C=!!v.xperiodalignment,P=!!v.yperiodalignment;for(u=0;u<i.length;u++){if(l=b[a=i[u]],f=Math.abs(y.c2p(l)-w),C){var I=y.c2p(v._xStarts[a]),O=y.c2p(v._xEnds[a]);f=w>=Math.min(I,O)&&w<=Math.max(I,O)?0:1/0}if(f<L){if(L=f,c=_[a],h=x.c2p(c)-T,P){var z=x.c2p(v._yStarts[a]),D=x.c2p(v._yEnds[a]);h=T>=Math.min(z,D)&&T<=Math.max(z,D)?0:1/0}d=Math.sqrt(f*f+h*h),s=i[u]}}}else for(u=i.length-1;u>-1;u--)l=b[a=i[u]],c=_[a],f=y.c2p(l)-w,h=x.c2p(c)-T,(p=Math.sqrt(f*f+h*h))<L&&(L=d=p,s=a);return t.index=s,t.distance=L,t.dxy=d,void 0===s?[t]:[o(t,b,_,v)]},calcHover:o}},{\"../../lib\":503,\"../../registry\":638,\"../scatter/get_trace_color\":936}],987:[function(t,e,r){\"use strict\";var n=t(\"./hover\");e.exports={moduleType:\"trace\",name:\"scattergl\",basePlotModule:t(\"../../plots/cartesian\"),categories:[\"gl\",\"regl\",\"cartesian\",\"symbols\",\"errorBarsOK\",\"showLegend\",\"scatter-like\"],attributes:t(\"./attributes\"),supplyDefaults:t(\"./defaults\"),crossTraceDefaults:t(\"../scatter/cross_trace_defaults\"),colorbar:t(\"../scatter/marker_colorbar\"),formatLabels:t(\"./format_labels\"),calc:t(\"./calc\"),plot:t(\"./plot\"),hoverPoints:n.hoverPoints,selectPoints:t(\"./select\"),meta:{}}},{\"../../plots/cartesian\":568,\"../scatter/cross_trace_defaults\":932,\"../scatter/marker_colorbar\":944,\"./attributes\":978,\"./calc\":979,\"./defaults\":982,\"./format_labels\":984,\"./hover\":986,\"./plot\":988,\"./select\":990}],988:[function(t,e,r){\"use strict\";var n=t(\"regl-scatter2d\"),i=t(\"regl-line2d\"),a=t(\"regl-error2d\"),o=t(\"gl-text\"),s=t(\"../../lib\"),l=t(\"../../components/dragelement/helpers\").selectMode,c=t(\"../../lib/prepare_regl\"),u=t(\"../scatter/subtypes\"),f=t(\"../scatter/link_traces\"),h=t(\"./edit_style\").styleTextSelection;function p(t,e,r,n){var i=t._size,a=t.width*n,o=t.height*n,s=i.l*n,l=i.b*n,c=i.r*n,u=i.t*n,f=i.w*n,h=i.h*n;return[s+e.domain[0]*f,l+r.domain[0]*h,a-c-(1-e.domain[1])*f,o-u-(1-r.domain[1])*h]}e.exports=function(t,e,r){if(r.length){var d,g,m=t._fullLayout,v=e._scene,y=e.xaxis,x=e.yaxis;if(v)if(c(t,[\"ANGLE_instanced_arrays\",\"OES_element_index_uint\"])){var b=v.count,_=m._glcanvas.data()[0].regl;if(f(t,e,r),v.dirty){if(!0===v.error2d&&(v.error2d=a(_)),!0===v.line2d&&(v.line2d=i(_)),!0===v.scatter2d&&(v.scatter2d=n(_)),!0===v.fill2d&&(v.fill2d=i(_)),!0===v.glText)for(v.glText=new Array(b),d=0;d<b;d++)v.glText[d]=new o(_);if(v.glText){if(b>v.glText.length){var w=b-v.glText.length;for(d=0;d<w;d++)v.glText.push(new o(_))}else if(b<v.glText.length){var T=v.glText.length-b;v.glText.splice(b,T).forEach((function(t){t.destroy()}))}for(d=0;d<b;d++)v.glText[d].update(v.textOptions[d])}if(v.line2d&&(v.line2d.update(v.lineOptions),v.lineOptions=v.lineOptions.map((function(t){if(t&&t.positions){for(var e=t.positions,r=0;r<e.length&&(isNaN(e[r])||isNaN(e[r+1]));)r+=2;for(var n=e.length-2;n>r&&(isNaN(e[n])||isNaN(e[n+1]));)n-=2;t.positions=e.slice(r,n+2)}return t})),v.line2d.update(v.lineOptions)),v.error2d){var k=(v.errorXOptions||[]).concat(v.errorYOptions||[]);v.error2d.update(k)}v.scatter2d&&v.scatter2d.update(v.markerOptions),v.fillOrder=s.repeat(null,b),v.fill2d&&(v.fillOptions=v.fillOptions.map((function(t,e){var n=r[e];if(t&&n&&n[0]&&n[0].trace){var i,a,o=n[0],s=o.trace,l=o.t,c=v.lineOptions[e],u=[];s._ownfill&&u.push(e),s._nexttrace&&u.push(e+1),u.length&&(v.fillOrder[e]=u);var f,h,p=[],d=c&&c.positions||l.positions;if(\"tozeroy\"===s.fill){for(f=0;f<d.length&&isNaN(d[f+1]);)f+=2;for(h=d.length-2;h>f&&isNaN(d[h+1]);)h-=2;0!==d[f+1]&&(p=[d[f],0]),p=p.concat(d.slice(f,h+2)),0!==d[h+1]&&(p=p.concat([d[h],0]))}else if(\"tozerox\"===s.fill){for(f=0;f<d.length&&isNaN(d[f]);)f+=2;for(h=d.length-2;h>f&&isNaN(d[h]);)h-=2;0!==d[f]&&(p=[0,d[f+1]]),p=p.concat(d.slice(f,h+2)),0!==d[h]&&(p=p.concat([0,d[h+1]]))}else if(\"toself\"===s.fill||\"tonext\"===s.fill){for(p=[],i=0,t.splitNull=!0,a=0;a<d.length;a+=2)(isNaN(d[a])||isNaN(d[a+1]))&&((p=p.concat(d.slice(i,a))).push(d[i],d[i+1]),p.push(null,null),i=a+2);p=p.concat(d.slice(i)),i&&p.push(d[i],d[i+1])}else{var g=s._nexttrace;if(g){var m=v.lineOptions[e+1];if(m){var y=m.positions;if(\"tonexty\"===s.fill){for(p=d.slice(),e=Math.floor(y.length/2);e--;){var x=y[2*e],b=y[2*e+1];isNaN(x)||isNaN(b)||p.push(x,b)}t.fill=g.fillcolor}}}}if(s._prevtrace&&\"tonext\"===s._prevtrace.fill){var _=v.lineOptions[e-1].positions,w=p.length/2,T=[i=w];for(a=0;a<_.length;a+=2)(isNaN(_[a])||isNaN(_[a+1]))&&(T.push(a/2+w+1),i=a+2);p=p.concat(_),t.hole=T}return t.fillmode=s.fill,t.opacity=s.opacity,t.positions=p,t}})),v.fill2d.update(v.fillOptions))}var A=m.dragmode,M=l(A),S=m.clickmode.indexOf(\"select\")>-1;for(d=0;d<b;d++){var E=r[d][0],L=E.trace,C=E.t,P=C.index,I=L._length,O=C.x,z=C.y;if(L.selectedpoints||M||S){if(M||(M=!0),L.selectedpoints){var D=v.selectBatch[P]=s.selIndices2selPoints(L),R={};for(g=0;g<D.length;g++)R[D[g]]=1;var F=[];for(g=0;g<I;g++)R[g]||F.push(g);v.unselectBatch[P]=F}var B=C.xpx=new Array(I),N=C.ypx=new Array(I);for(g=0;g<I;g++)B[g]=y.c2p(O[g]),N[g]=x.c2p(z[g])}else C.xpx=C.ypx=null}if(M){if(v.select2d||(v.select2d=n(m._glcanvas.data()[1].regl)),v.scatter2d){var j=new Array(b);for(d=0;d<b;d++)j[d]=v.selectBatch[d].length||v.unselectBatch[d].length?v.markerUnselectedOptions[d]:{};v.scatter2d.update(j)}v.select2d&&(v.select2d.update(v.markerOptions),v.select2d.update(v.markerSelectedOptions)),v.glText&&r.forEach((function(t){var e=((t||[])[0]||{}).trace||{};u.hasText(e)&&h(t)}))}else v.scatter2d&&v.scatter2d.update(v.markerOptions);var U={viewport:p(m,y,x,t._context.plotGlPixelRatio),range:[(y._rl||y.range)[0],(x._rl||x.range)[0],(y._rl||y.range)[1],(x._rl||x.range)[1]]},V=s.repeat(U,v.count);v.fill2d&&v.fill2d.update(V),v.line2d&&v.line2d.update(V),v.error2d&&v.error2d.update(V.concat(V)),v.scatter2d&&v.scatter2d.update(V),v.select2d&&v.select2d.update(V),v.glText&&v.glText.forEach((function(t){t.update(U)}))}else v.init()}}},{\"../../components/dragelement/helpers\":384,\"../../lib\":503,\"../../lib/prepare_regl\":516,\"../scatter/link_traces\":942,\"../scatter/subtypes\":951,\"./edit_style\":983,\"gl-text\":225,\"regl-error2d\":279,\"regl-line2d\":280,\"regl-scatter2d\":281}],989:[function(t,e,r){\"use strict\";var n=t(\"../../lib\");e.exports=function(t,e){var r=e._scene,i={count:0,dirty:!0,lineOptions:[],fillOptions:[],markerOptions:[],markerSelectedOptions:[],markerUnselectedOptions:[],errorXOptions:[],errorYOptions:[],textOptions:[],textSelectedOptions:[],textUnselectedOptions:[],selectBatch:[],unselectBatch:[]},a={fill2d:!1,scatter2d:!1,error2d:!1,line2d:!1,glText:!1,select2d:!1};return e._scene||((r=e._scene={}).init=function(){n.extendFlat(r,a,i)},r.init(),r.update=function(t){var e=n.repeat(t,r.count);if(r.fill2d&&r.fill2d.update(e),r.scatter2d&&r.scatter2d.update(e),r.line2d&&r.line2d.update(e),r.error2d&&r.error2d.update(e.concat(e)),r.select2d&&r.select2d.update(e),r.glText)for(var 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_.remove();var D=null,R={};v&&_.each((function(t){R[b.getPtId(t)]={rpx0:t.rpx0,rpx1:t.rpx1,x0:t.x0,x1:t.x1,transform:t.transform},!D&&b.isEntry(t)&&(D=t)}));var F=function(t){return i.partition().size([2*Math.PI,t.height+1])(t)}(M).descendants(),B=M.height+1,N=0,j=S;T.hasMultipleRoots&&b.isHierarchyRoot(M)&&(F=F.slice(1),B-=1,N=1,j+=1),F=F.filter((function(t){return t.y1<=j}));var U=p(k.rotation);U&&F.forEach((function(t){t.x0+=U,t.x1+=U}));var V=Math.min(B,S),H=function(t){return(t-N)/V*I},q=function(t,e){return[t*Math.cos(e),-t*Math.sin(e)]},G=function(t){return s.pathAnnulus(t.rpx0,t.rpx1,t.x0,t.x1,O,z)},Y=function(t){return O+w(t)[0]*(t.transform.rCenter||0)+(t.transform.x||0)},W=function(t){return z+w(t)[1]*(t.transform.rCenter||0)+(t.transform.y||0)};(_=_.data(F,b.getPtId)).enter().append(\"g\").classed(\"slice\",!0),v?_.exit().transition().each((function(){var t=n.select(this);t.select(\"path.surface\").transition().attrTween(\"d\",(function(t){var e=function(t){var e,r=b.getPtId(t),n=R[r],i=R[b.getPtId(M)];if(i){var o=(t.x1>i.x1?2*Math.PI:0)+U;e=t.rpx1<i.rpx1?{x0:t.x0,x1:t.x1,rpx0:0,rpx1:0}:{x0:o,x1:o,rpx0:t.rpx0,rpx1:t.rpx1}}else{var s,l=b.getPtId(t.parent);_.each((function(t){if(b.getPtId(t)===l)return s=t}));var c,u=s.children;u.forEach((function(t,e){if(b.getPtId(t)===r)return c=e}));var f=u.length,h=a(s.x0,s.x1);e={rpx0:I,rpx1:I,x0:h(c/f),x1:h((c+1)/f)}}return a(n,e)}(t);return function(t){return G(e(t))}})),t.select(\"g.slicetext\").attr(\"opacity\",0)})).remove():_.exit().remove(),_.order();var X=null;if(v&&D){var Z=b.getPtId(D);_.each((function(t){null===X&&b.getPtId(t)===Z&&(X=t.x1)}))}var J=_;function K(t){var e=t.parent,r=R[b.getPtId(e)],n={};if(r){var i=e.children,o=i.indexOf(t),s=i.length,l=a(r.x0,r.x1);n.x0=l(o/s),n.x1=l(o/s)}else n.x0=n.x1=0;return n}v&&(J=J.transition().each(\"end\",(function(){var e=n.select(this);b.setSliceCursor(e,t,{hideOnRoot:!0,hideOnLeaves:!0,isTransitioning:!1})}))),J.each((function(i){var c=n.select(this),f=s.ensureSingle(c,\"path\",\"surface\",(function(t){t.style(\"pointer-events\",\"all\")}));i.rpx0=H(i.y0),i.rpx1=H(i.y1),i.xmid=(i.x0+i.x1)/2,i.pxmid=q(i.rpx1,i.xmid),i.midangle=-(i.xmid-Math.PI/2),i.startangle=-(i.x0-Math.PI/2),i.stopangle=-(i.x1-Math.PI/2),i.halfangle=.5*Math.min(s.angleDelta(i.x0,i.x1)||Math.PI,Math.PI),i.ring=1-i.rpx0/i.rpx1,i.rInscribed=function(t){return 0===t.rpx0&&s.isFullCircle([t.x0,t.x1])?1:Math.max(0,Math.min(1/(1+1/Math.sin(t.halfangle)),t.ring/2))}(i),v?f.transition().attrTween(\"d\",(function(t){var e=function(t){var e,r=R[b.getPtId(t)],n={x0:t.x0,x1:t.x1,rpx0:t.rpx0,rpx1:t.rpx1};if(r)e=r;else if(D)if(t.parent)if(X){var i=(t.x1>X?2*Math.PI:0)+U;e={x0:i,x1:i}}else e={rpx0:I,rpx1:I},s.extendFlat(e,K(t));else e={rpx0:0,rpx1:0};else e={x0:U,x1:U};return a(e,n)}(t);return function(t){return G(e(t))}})):f.attr(\"d\",G),c.call(y,M,t,e,{eventDataKeys:x.eventDataKeys,transitionTime:x.CLICK_TRANSITION_TIME,transitionEasing:x.CLICK_TRANSITION_EASING}).call(b.setSliceCursor,t,{hideOnRoot:!0,hideOnLeaves:!0,isTransitioning:t._transitioning}),f.call(m,i,k);var p=s.ensureSingle(c,\"g\",\"slicetext\"),_=s.ensureSingle(p,\"text\",\"\",(function(t){t.attr(\"data-notex\",1)})),w=s.ensureUniformFontSize(t,b.determineTextFont(k,i,h.font));_.text(r.formatSliceLabel(i,M,k,e,h)).classed(\"slicetext\",!0).attr(\"text-anchor\",\"middle\").call(o.font,w).call(l.convertToTspans,t);var A=o.bBox(_.node());i.transform=g(A,i,T),i.transform.targetX=Y(i),i.transform.targetY=W(i);var S=function(t,e){var r=t.transform;return d(r,e),r.fontSize=w.size,u(k.type,r,h),s.getTextTransform(r)};v?_.transition().attrTween(\"transform\",(function(t){var e=function(t){var e,r=R[b.getPtId(t)],n=t.transform;if(r)e=r;else if(e={rpx1:t.rpx1,transform:{textPosAngle:n.textPosAngle,scale:0,rotate:n.rotate,rCenter:n.rCenter,x:n.x,y:n.y}},D)if(t.parent)if(X){var i=t.x1>X?2*Math.PI:0;e.x0=e.x1=i}else s.extendFlat(e,K(t));else e.x0=e.x1=U;else e.x0=e.x1=U;var o=a(e.transform.textPosAngle,t.transform.textPosAngle),l=a(e.rpx1,t.rpx1),c=a(e.x0,t.x0),f=a(e.x1,t.x1),p=a(e.transform.scale,n.scale),d=a(e.transform.rotate,n.rotate),g=0===n.rCenter?3:0===e.transform.rCenter?1/3:1,m=a(e.transform.rCenter,n.rCenter);return function(t){var e=l(t),r=c(t),i=f(t),a=function(t){return m(Math.pow(t,g))}(t),s={pxmid:q(e,(r+i)/2),rpx1:e,transform:{textPosAngle:o(t),rCenter:a,x:n.x,y:n.y}};return u(k.type,n,h),{transform:{targetX:Y(s),targetY:W(s),scale:p(t),rotate:d(t),rCenter:a}}}}(t);return function(t){return S(e(t),A)}})):_.attr(\"transform\",S(i,A))}))}function w(t){return e=t.rpx1,r=t.transform.textPosAngle,[e*Math.sin(r),-e*Math.cos(r)];var e,r}r.plot=function(t,e,r,i){var a,o,s=t._fullLayout,l=s._sunburstlayer,c=!r,u=!s.uniformtext.mode&&b.hasTransition(r);(f(\"sunburst\",s),(a=l.selectAll(\"g.trace.sunburst\").data(e,(function(t){return t[0].trace.uid}))).enter().append(\"g\").classed(\"trace\",!0).classed(\"sunburst\",!0).attr(\"stroke-linejoin\",\"round\"),a.order(),u)?(i&&(o=i()),n.transition().duration(r.duration).ease(r.easing).each(\"end\",(function(){o&&o()})).each(\"interrupt\",(function(){o&&o()})).each((function(){l.selectAll(\"g.trace\").each((function(e){_(t,e,this,r)}))}))):(a.each((function(e){_(t,e,this,r)})),s.uniformtext.mode&&v(t,s._sunburstlayer.selectAll(\".trace\"),\"sunburst\"));c&&a.exit().remove()},r.formatSliceLabel=function(t,e,r,n,i){var a=r.texttemplate,o=r.textinfo;if(!(a||o&&\"none\"!==o))return\"\";var l=i.separators,c=n[0],u=t.data.data,f=c.hierarchy,h=b.isHierarchyRoot(t),p=b.getParent(f,t),d=b.getValue(t);if(!a){var g,m=o.split(\"+\"),v=function(t){return-1!==m.indexOf(t)},y=[];if(v(\"label\")&&u.label&&y.push(u.label),u.hasOwnProperty(\"v\")&&v(\"value\")&&y.push(b.formatValue(u.v,l)),!h){v(\"current path\")&&y.push(b.getPath(t.data));var x=0;v(\"percent parent\")&&x++,v(\"percent entry\")&&x++,v(\"percent root\")&&x++;var _=x>1;if(x){var w,T=function(t){g=b.formatPercent(w,l),_&&(g+=\" of \"+t),y.push(g)};v(\"percent parent\")&&!h&&(w=d/b.getValue(p),T(\"parent\")),v(\"percent entry\")&&(w=d/b.getValue(e),T(\"entry\")),v(\"percent root\")&&(w=d/b.getValue(f),T(\"root\"))}}return v(\"text\")&&(g=s.castOption(r,u.i,\"text\"),s.isValidTextValue(g)&&y.push(g)),y.join(\"<br>\")}var k=s.castOption(r,u.i,\"texttemplate\");if(!k)return\"\";var A={};u.label&&(A.label=u.label),u.hasOwnProperty(\"v\")&&(A.value=u.v,A.valueLabel=b.formatValue(u.v,l)),A.currentPath=b.getPath(t.data),h||(A.percentParent=d/b.getValue(p),A.percentParentLabel=b.formatPercent(A.percentParent,l),A.parent=b.getPtLabel(p)),A.percentEntry=d/b.getValue(e),A.percentEntryLabel=b.formatPercent(A.percentEntry,l),A.entry=b.getPtLabel(e),A.percentRoot=d/b.getValue(f),A.percentRootLabel=b.formatPercent(A.percentRoot,l),A.root=b.getPtLabel(f),u.hasOwnProperty(\"color\")&&(A.color=u.color);var M=s.castOption(r,u.i,\"text\");return(s.isValidTextValue(M)||\"\"===M)&&(A.text=M),A.customdata=s.castOption(r,u.i,\"customdata\"),s.texttemplateString(k,A,i._d3locale,A,r._meta||{})}},{\"../../components/drawing\":388,\"../../lib\":503,\"../../lib/svg_text_utils\":529,\"../bar/style\":662,\"../bar/uniform_text\":664,\"../pie/helpers\":905,\"../pie/plot\":909,\"./constants\":1048,\"./fx\":1050,\"./helpers\":1051,\"./style\":1056,\"@plotly/d3\":58,\"d3-hierarchy\":115,\"d3-interpolate\":116}],1056:[function(t,e,r){\"use strict\";var n=t(\"@plotly/d3\"),i=t(\"../../components/color\"),a=t(\"../../lib\"),o=t(\"../bar/uniform_text\").resizeText;function s(t,e,r){var n=e.data.data,o=!e.children,s=n.i,l=a.castOption(r,s,\"marker.line.color\")||i.defaultLine,c=a.castOption(r,s,\"marker.line.width\")||0;t.style(\"stroke-width\",c).call(i.fill,n.color).call(i.stroke,l).style(\"opacity\",o?r.leaf.opacity:null)}e.exports={style:function(t){var e=t._fullLayout._sunburstlayer.selectAll(\".trace\");o(t,e,\"sunburst\"),e.each((function(t){var e=n.select(this),r=t[0].trace;e.style(\"opacity\",r.opacity),e.selectAll(\"path.surface\").each((function(t){n.select(this).call(s,t,r)}))}))},styleOne:s}},{\"../../components/color\":366,\"../../lib\":503,\"../bar/uniform_text\":664,\"@plotly/d3\":58}],1057:[function(t,e,r){\"use strict\";var n=t(\"../../components/color\"),i=t(\"../../components/colorscale/attributes\"),a=t(\"../../plots/cartesian/axis_format_attributes\").axisHoverFormat,o=t(\"../../plots/template_attributes\").hovertemplateAttrs,s=t(\"../../plots/attributes\"),l=t(\"../../lib/extend\").extendFlat,c=t(\"../../plot_api/edit_types\").overrideAll;function u(t){return{show:{valType:\"boolean\",dflt:!1},start:{valType:\"number\",dflt:null,editType:\"plot\"},end:{valType:\"number\",dflt:null,editType:\"plot\"},size:{valType:\"number\",dflt:null,min:0,editType:\"plot\"},project:{x:{valType:\"boolean\",dflt:!1},y:{valType:\"boolean\",dflt:!1},z:{valType:\"boolean\",dflt:!1}},color:{valType:\"color\",dflt:n.defaultLine},usecolormap:{valType:\"boolean\",dflt:!1},width:{valType:\"number\",min:1,max:16,dflt:2},highlight:{valType:\"boolean\",dflt:!0},highlightcolor:{valType:\"color\",dflt:n.defaultLine},highlightwidth:{valType:\"number\",min:1,max:16,dflt:2}}}var f=e.exports=c(l({z:{valType:\"data_array\"},x:{valType:\"data_array\"},y:{valType:\"data_array\"},text:{valType:\"string\",dflt:\"\",arrayOk:!0},hovertext:{valType:\"string\",dflt:\"\",arrayOk:!0},hovertemplate:o(),xhoverformat:a(\"x\"),yhoverformat:a(\"y\"),zhoverformat:a(\"z\"),connectgaps:{valType:\"boolean\",dflt:!1,editType:\"calc\"},surfacecolor:{valType:\"data_array\"}},i(\"\",{colorAttr:\"z or surfacecolor\",showScaleDflt:!0,autoColorDflt:!1,editTypeOverride:\"calc\"}),{contours:{x:u(),y:u(),z:u()},hidesurface:{valType:\"boolean\",dflt:!1},lightposition:{x:{valType:\"number\",min:-1e5,max:1e5,dflt:10},y:{valType:\"number\",min:-1e5,max:1e5,dflt:1e4},z:{valType:\"number\",min:-1e5,max:1e5,dflt:0}},lighting:{ambient:{valType:\"number\",min:0,max:1,dflt:.8},diffuse:{valType:\"number\",min:0,max:1,dflt:.8},specular:{valType:\"number\",min:0,max:2,dflt:.05},roughness:{valType:\"number\",min:0,max:1,dflt:.5},fresnel:{valType:\"number\",min:0,max:5,dflt:.2}},opacity:{valType:\"number\",min:0,max:1,dflt:1},opacityscale:{valType:\"any\",editType:\"calc\"},_deprecated:{zauto:l({},i.zauto,{}),zmin:l({},i.zmin,{}),zmax:l({},i.zmax,{})},hoverinfo:l({},s.hoverinfo),showlegend:l({},s.showlegend,{dflt:!1})}),\"calc\",\"nested\");f.x.editType=f.y.editType=f.z.editType=\"calc+clearAxisTypes\",f.transforms=void 0},{\"../../components/color\":366,\"../../components/colorscale/attributes\":373,\"../../lib/extend\":493,\"../../plot_api/edit_types\":536,\"../../plots/attributes\":550,\"../../plots/cartesian/axis_format_attributes\":557,\"../../plots/template_attributes\":633}],1058:[function(t,e,r){\"use strict\";var n=t(\"../../components/colorscale/calc\");e.exports=function(t,e){e.surfacecolor?n(t,e,{vals:e.surfacecolor,containerStr:\"\",cLetter:\"c\"}):n(t,e,{vals:e.z,containerStr:\"\",cLetter:\"c\"})}},{\"../../components/colorscale/calc\":374}],1059:[function(t,e,r){\"use strict\";var n=t(\"../../../stackgl_modules\").gl_surface3d,i=t(\"../../../stackgl_modules\").ndarray,a=t(\"../../../stackgl_modules\").ndarray_linear_interpolate.d2,o=t(\"../heatmap/interp2d\"),s=t(\"../heatmap/find_empties\"),l=t(\"../../lib\").isArrayOrTypedArray,c=t(\"../../lib/gl_format_color\").parseColorScale,u=t(\"../../lib/str2rgbarray\"),f=t(\"../../components/colorscale\").extractOpts;function h(t,e,r){this.scene=t,this.uid=r,this.surface=e,this.data=null,this.showContour=[!1,!1,!1],this.contourStart=[null,null,null],this.contourEnd=[null,null,null],this.contourSize=[0,0,0],this.minValues=[1/0,1/0,1/0],this.maxValues=[-1/0,-1/0,-1/0],this.dataScaleX=1,this.dataScaleY=1,this.refineData=!0,this.objectOffset=[0,0,0]}var p=h.prototype;p.getXat=function(t,e,r,n){var i=l(this.data.x)?l(this.data.x[0])?this.data.x[e][t]:this.data.x[t]:t;return void 0===r?i:n.d2l(i,0,r)},p.getYat=function(t,e,r,n){var i=l(this.data.y)?l(this.data.y[0])?this.data.y[e][t]:this.data.y[e]:e;return void 0===r?i:n.d2l(i,0,r)},p.getZat=function(t,e,r,n){var i=this.data.z[e][t];return null===i&&this.data.connectgaps&&this.data._interpolatedZ&&(i=this.data._interpolatedZ[e][t]),void 0===r?i:n.d2l(i,0,r)},p.handlePick=function(t){if(t.object===this.surface){var e=(t.data.index[0]-1)/this.dataScaleX-1,r=(t.data.index[1]-1)/this.dataScaleY-1,n=Math.max(Math.min(Math.round(e),this.data.z[0].length-1),0),i=Math.max(Math.min(Math.round(r),this.data._ylength-1),0);t.index=[n,i],t.traceCoordinate=[this.getXat(n,i),this.getYat(n,i),this.getZat(n,i)],t.dataCoordinate=[this.getXat(n,i,this.data.xcalendar,this.scene.fullSceneLayout.xaxis),this.getYat(n,i,this.data.ycalendar,this.scene.fullSceneLayout.yaxis),this.getZat(n,i,this.data.zcalendar,this.scene.fullSceneLayout.zaxis)];for(var a=0;a<3;a++){var o=t.dataCoordinate[a];null!=o&&(t.dataCoordinate[a]*=this.scene.dataScale[a])}var s=this.data.hovertext||this.data.text;return Array.isArray(s)&&s[i]&&void 0!==s[i][n]?t.textLabel=s[i][n]:t.textLabel=s||\"\",t.data.dataCoordinate=t.dataCoordinate.slice(),this.surface.highlight(t.data),this.scene.glplot.spikes.position=t.dataCoordinate,!0}};var 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x=[];for(e=0;e<3;e++)for(x[e]=[],r=0;r<m;r++)x[e][r]=[];for(r=0;r<m;r++)for(n=0;n<v;n++)x[0][r][n]=this.getXat(r,n,t.xcalendar,h.xaxis),x[1][r][n]=this.getYat(r,n,t.ycalendar,h.yaxis),x[2][r][n]=this.getZat(r,n,t.zcalendar,h.zaxis);if(t.connectgaps)for(t._emptypoints=s(x[2]),o(x[2],t._emptypoints),t._interpolatedZ=[],r=0;r<m;r++)for(t._interpolatedZ[r]=[],n=0;n<v;n++)t._interpolatedZ[r][n]=x[2][r][n];for(e=0;e<3;e++)for(r=0;r<m;r++)for(n=0;n<v;n++)null==(a=x[e][r][n])?x[e][r][n]=NaN:a=x[e][r][n]*=g[e];for(e=0;e<3;e++)for(r=0;r<m;r++)for(n=0;n<v;n++)null!=(a=x[e][r][n])&&(this.minValues[e]>a&&(this.minValues[e]=a),this.maxValues[e]<a&&(this.maxValues[e]=a));for(e=0;e<3;e++)this.objectOffset[e]=.5*(this.minValues[e]+this.maxValues[e]);for(e=0;e<3;e++)for(r=0;r<m;r++)for(n=0;n<v;n++)null!=(a=x[e][r][n])&&(x[e][r][n]-=this.objectOffset[e]);var b=[i(new Float32Array(m*v),[m,v]),i(new Float32Array(m*v),[m,v]),i(new 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A=[!0,!0,!0],M=[\"x\",\"y\",\"z\"];for(e=0;e<3;++e){var S=t.contours[M[e]];A[e]=S.highlight,w.showContour[e]=S.show||S.highlight,w.showContour[e]&&(w.contourProject[e]=[S.project.x,S.project.y,S.project.z],S.show?(this.showContour[e]=!0,w.levels[e]=y[e],p.highlightColor[e]=w.contourColor[e]=u(S.color),S.usecolormap?p.highlightTint[e]=w.contourTint[e]=0:p.highlightTint[e]=w.contourTint[e]=1,w.contourWidth[e]=S.width,this.contourStart[e]=S.start,this.contourEnd[e]=S.end,this.contourSize[e]=S.size):(this.showContour[e]=!1,this.contourStart[e]=null,this.contourEnd[e]=null,this.contourSize[e]=0),S.highlight&&(w.dynamicColor[e]=u(S.highlightcolor),w.dynamicWidth[e]=S.highlightwidth))}(function(t){var e=t[0].rgb,r=t[t.length-1].rgb;return e[0]===r[0]&&e[1]===r[1]&&e[2]===r[2]&&e[3]===r[3]})(d)&&(w.vertexColor=!0),w.objectOffset=this.objectOffset,w.coords=b,p.update(w),p.visible=t.visible,p.enableDynamic=A,p.enableHighlight=A,p.snapToData=!0,\"lighting\"in 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i=n(\"opacityscale\");\"max\"===i?e.opacityscale=[[0,.1],[1,1]]:\"min\"===i?e.opacityscale=[[0,1],[1,.1]]:\"extremes\"===i?e.opacityscale=function(t,e){for(var r=[],n=0;n<32;n++){var i=n/31,a=e+(1-e)*(1-Math.pow(Math.sin(t*i*Math.PI),2));r.push([i,Math.max(0,Math.min(1,a))])}return r}(1,.1):function(t){var e=0;if(!Array.isArray(t)||t.length<2)return!1;if(!t[0]||!t[t.length-1])return!1;if(0!=+t[0][0]||1!=+t[t.length-1][0])return!1;for(var r=0;r<t.length;r++){var n=t[r];if(2!==n.length||+n[0]<e)return!1;e=+n[0]}return!0}(i)||(e.opacityscale=void 0)}function l(t,e,r){e in t&&!(r in t)&&(t[r]=t[e])}e.exports={supplyDefaults:function(t,e,r,c){var u,f;function h(r,n){return i.coerce(t,e,o,r,n)}var 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\",cn:{table:\"table\",tableControlView:\"table-control-view\",scrollBackground:\"scroll-background\",yColumn:\"y-column\",columnBlock:\"column-block\",scrollAreaClip:\"scroll-area-clip\",scrollAreaClipRect:\"scroll-area-clip-rect\",columnBoundary:\"column-boundary\",columnBoundaryClippath:\"column-boundary-clippath\",columnBoundaryRect:\"column-boundary-rect\",columnCells:\"column-cells\",columnCell:\"column-cell\",cellRect:\"cell-rect\",cellText:\"cell-text\",cellTextHolder:\"cell-text-holder\",scrollbarKit:\"scrollbar-kit\",scrollbar:\"scrollbar\",scrollbarSlider:\"scrollbar-slider\",scrollbarGlyph:\"scrollbar-glyph\",scrollbarCaptureZone:\"scrollbar-capture-zone\"}}},{}],1066:[function(t,e,r){\"use strict\";var n=t(\"./constants\"),i=t(\"../../lib/extend\").extendFlat,a=t(\"fast-isnumeric\");function o(t){if(Array.isArray(t)){for(var e=0,r=0;r<t.length;r++)e=Math.max(e,o(t[r]));return e}return t}function s(t,e){return t+e}function l(t){var e,r=t.slice(),n=1/0,i=0;for(e=0;e<r.length;e++)Array.isArray(r[e])||(r[e]=[r[e]]),n=Math.min(n,r[e].length),i=Math.max(i,r[e].length);if(n!==i)for(e=0;e<r.length;e++){var a=i-r[e].length;a&&(r[e]=r[e].concat(c(a)))}return r}function c(t){for(var e=new Array(t),r=0;r<t;r++)e[r]=\"\";return e}function u(t){return t.calcdata.columns.reduce((function(e,r){return r.xIndex<t.xIndex?e+r.columnWidth:e}),0)}function f(t,e){return Object.keys(t).map((function(r){return i({},t[r],{auxiliaryBlocks:e})}))}function h(t,e){for(var r,n={},i=0,a=0,o={firstRowIndex:null,lastRowIndex:null,rows:[]},s=0,l=0,c=0;c<t.length;c++)r=t[c],o.rows.push({rowIndex:c,rowHeight:r}),((a+=r)>=e||c===t.length-1)&&(n[i]=o,o.key=l++,o.firstRowIndex=s,o.lastRowIndex=c,o={firstRowIndex:null,lastRowIndex:null,rows:[]},i+=a,s=c+1,a=0);return n}e.exports=function(t,e){var r=l(e.cells.values),p=function(t){return t.slice(e.header.values.length,t.length)},d=l(e.header.values);d.length&&!d[0].length&&(d[0]=[\"\"],d=l(d));var g=d.concat(p(r).map((function(){return c((d[0]||[\"\"]).length)}))),m=e.domain,v=Math.floor(t._fullLayout._size.w*(m.x[1]-m.x[0])),y=Math.floor(t._fullLayout._size.h*(m.y[1]-m.y[0])),x=e.header.values.length?g[0].map((function(){return e.header.height})):[n.emptyHeaderHeight],b=r.length?r[0].map((function(){return e.cells.height})):[],_=x.reduce(s,0),w=h(b,y-_+n.uplift),T=f(h(x,_),[]),k=f(w,T),A={},M=e._fullInput.columnorder.concat(p(r.map((function(t,e){return e})))),S=g.map((function(t,r){var n=Array.isArray(e.columnwidth)?e.columnwidth[Math.min(r,e.columnwidth.length-1)]:e.columnwidth;return a(n)?Number(n):1})),E=S.reduce(s,0);S=S.map((function(t){return t/E*v}));var L=Math.max(o(e.header.line.width),o(e.cells.line.width)),C={key:e.uid+t._context.staticPlot,translateX:m.x[0]*t._fullLayout._size.w,translateY:t._fullLayout._size.h*(1-m.y[1]),size:t._fullLayout._size,width:v,maxLineWidth:L,height:y,columnOrder:M,groupHeight:y,rowBlocks:k,headerRowBlocks:T,scrollY:0,cells:i({},e.cells,{values:r}),headerCells:i({},e.header,{values:g}),gdColumns:g.map((function(t){return t[0]})),gdColumnsOriginalOrder:g.map((function(t){return t[0]})),prevPages:[0,0],scrollbarState:{scrollbarScrollInProgress:!1},columns:g.map((function(t,e){var r=A[t];return A[t]=(r||0)+1,{key:t+\"__\"+A[t],label:t,specIndex:e,xIndex:M[e],xScale:u,x:void 0,calcdata:void 0,columnWidth:S[e]}}))};return C.columns.forEach((function(t){t.calcdata=C,t.x=u(t)})),C}},{\"../../lib/extend\":493,\"./constants\":1065,\"fast-isnumeric\":190}],1067:[function(t,e,r){\"use strict\";var n=t(\"../../lib/extend\").extendFlat;r.splitToPanels=function(t){var e=[0,0],r=n({},t,{key:\"header\",type:\"header\",page:0,prevPages:e,currentRepaint:[null,null],dragHandle:!0,values:t.calcdata.headerCells.values[t.specIndex],rowBlocks:t.calcdata.headerRowBlocks,calcdata:n({},t.calcdata,{cells:t.calcdata.headerCells})});return[n({},t,{key:\"cells1\",type:\"cells\",page:0,prevPages:e,currentRepaint:[null,null],dragHandle:!1,values:t.calcdata.cells.values[t.specIndex],rowBlocks:t.calcdata.rowBlocks}),n({},t,{key:\"cells2\",type:\"cells\",page:1,prevPages:e,currentRepaint:[null,null],dragHandle:!1,values:t.calcdata.cells.values[t.specIndex],rowBlocks:t.calcdata.rowBlocks}),r]},r.splitToCells=function(t){var e=function(t){var e=t.rowBlocks[t.page],r=e?e.rows[0].rowIndex:0,n=e?r+e.rows.length:0;return[r,n]}(t);return(t.values||[]).slice(e[0],e[1]).map((function(r,n){return{keyWithinBlock:n+(\"string\"==typeof r&&r.match(/[<$&> 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a.indexOf(t)})),s=o.length;s<n;s++)o.push(s);e(\"columnorder\",o)}(e,s),s(\"cells.values\"),s(\"cells.format\"),s(\"cells.align\"),s(\"cells.prefix\"),s(\"cells.suffix\"),s(\"cells.height\"),s(\"cells.line.width\"),s(\"cells.line.color\"),s(\"cells.fill.color\"),n.coerceFont(s,\"cells.font\",n.extendFlat({},o.font)),e._length=null}},{\"../../lib\":503,\"../../plots/domain\":584,\"./attributes\":1062}],1069:[function(t,e,r){\"use strict\";e.exports={attributes:t(\"./attributes\"),supplyDefaults:t(\"./defaults\"),calc:t(\"./calc\"),plot:t(\"./plot\"),moduleType:\"trace\",name:\"table\",basePlotModule:t(\"./base_plot\"),categories:[\"noOpacity\"],meta:{}}},{\"./attributes\":1062,\"./base_plot\":1063,\"./calc\":1064,\"./defaults\":1068,\"./plot\":1070}],1070:[function(t,e,r){\"use strict\";var n=t(\"./constants\"),i=t(\"@plotly/d3\"),a=t(\"../../lib\").numberFormat,o=t(\"../../lib/gup\"),s=t(\"../../components/drawing\"),l=t(\"../../lib/svg_text_utils\"),c=t(\"../../lib\").raiseToTop,u=t(\"../../lib\").strTranslate,f=t(\"../../lib\").cancelTransition,h=t(\"./data_preparation_helper\"),p=t(\"./data_split_helpers\"),d=t(\"../../components/color\");function g(t){return Math.ceil(t.calcdata.maxLineWidth/2)}function m(t,e){return\"clip\"+t._fullLayout._uid+\"_scrollAreaBottomClip_\"+e.key}function v(t,e){return\"clip\"+t._fullLayout._uid+\"_columnBoundaryClippath_\"+e.calcdata.key+\"_\"+e.specIndex}function y(t){return[].concat.apply([],t.map((function(t){return t}))).map((function(t){return t.__data__}))}function x(t,e,r){var a=t.selectAll(\".\"+n.cn.scrollbarKit).data(o.repeat,o.keyFun);a.enter().append(\"g\").classed(n.cn.scrollbarKit,!0).style(\"shape-rendering\",\"geometricPrecision\"),a.each((function(t){var e=t.scrollbarState;e.totalHeight=function(t){var e=t.rowBlocks;return D(e,e.length-1)+(e.length?R(e[e.length-1],1/0):1)}(t),e.scrollableAreaHeight=t.groupHeight-S(t),e.currentlyVisibleHeight=Math.min(e.totalHeight,e.scrollableAreaHeight),e.ratio=e.currentlyVisibleHeight/e.totalHeight,e.barLength=Math.max(e.ratio*e.currentlyVisibleHeight,n.goldenRatio*n.scrollbarWidth),e.barWiggleRoom=e.currentlyVisibleHeight-e.barLength,e.wiggleRoom=Math.max(0,e.totalHeight-e.scrollableAreaHeight),e.topY=0===e.barWiggleRoom?0:t.scrollY/e.wiggleRoom*e.barWiggleRoom,e.bottomY=e.topY+e.barLength,e.dragMultiplier=e.wiggleRoom/e.barWiggleRoom})).attr(\"transform\",(function(t){var e=t.width+n.scrollbarWidth/2+n.scrollbarOffset;return u(e,S(t))}));var s=a.selectAll(\".\"+n.cn.scrollbar).data(o.repeat,o.keyFun);s.enter().append(\"g\").classed(n.cn.scrollbar,!0);var l=s.selectAll(\".\"+n.cn.scrollbarSlider).data(o.repeat,o.keyFun);l.enter().append(\"g\").classed(n.cn.scrollbarSlider,!0),l.attr(\"transform\",(function(t){return u(0,t.scrollbarState.topY||0)}));var c=l.selectAll(\".\"+n.cn.scrollbarGlyph).data(o.repeat,o.keyFun);c.enter().append(\"line\").classed(n.cn.scrollbarGlyph,!0).attr(\"stroke\",\"black\").attr(\"stroke-width\",n.scrollbarWidth).attr(\"stroke-linecap\",\"round\").attr(\"y1\",n.scrollbarWidth/2),c.attr(\"y2\",(function(t){return t.scrollbarState.barLength-n.scrollbarWidth/2})).attr(\"stroke-opacity\",(function(t){return t.columnDragInProgress||!t.scrollbarState.barWiggleRoom||r?0:.4})),c.transition().delay(0).duration(0),c.transition().delay(n.scrollbarHideDelay).duration(n.scrollbarHideDuration).attr(\"stroke-opacity\",0);var f=s.selectAll(\".\"+n.cn.scrollbarCaptureZone).data(o.repeat,o.keyFun);f.enter().append(\"line\").classed(n.cn.scrollbarCaptureZone,!0).attr(\"stroke\",\"white\").attr(\"stroke-opacity\",.01).attr(\"stroke-width\",n.scrollbarCaptureWidth).attr(\"stroke-linecap\",\"butt\").attr(\"y1\",0).on(\"mousedown\",(function(r){var n=i.event.y,a=this.getBoundingClientRect(),o=r.scrollbarState,s=n-a.top,l=i.scale.linear().domain([0,o.scrollableAreaHeight]).range([0,o.totalHeight]).clamp(!0);o.topY<=s&&s<=o.bottomY||L(e,t,null,l(s-o.barLength/2))(r)})).call(i.behavior.drag().origin((function(t){return i.event.stopPropagation(),t.scrollbarState.scrollbarScrollInProgress=!0,t})).on(\"drag\",L(e,t)).on(\"dragend\",(function(){}))),f.attr(\"y2\",(function(t){return t.scrollbarState.scrollableAreaHeight})),e._context.staticPlot&&(c.remove(),f.remove())}function b(t,e,r,a){var l=function(t){var e=t.selectAll(\".\"+n.cn.columnCell).data(p.splitToCells,(function(t){return t.keyWithinBlock}));return e.enter().append(\"g\").classed(n.cn.columnCell,!0),e.exit().remove(),e}(function(t){var e=t.selectAll(\".\"+n.cn.columnCells).data(o.repeat,o.keyFun);return e.enter().append(\"g\").classed(n.cn.columnCells,!0),e.exit().remove(),e}(r));!function(t){t.each((function(t,e){var 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n=t[Math.min(e,t.length-1)];return Array.isArray(n)?n[Math.min(r,n.length-1)]:n}return t}function k(t,e,r){t.transition().ease(n.releaseTransitionEase).duration(n.releaseTransitionDuration).attr(\"transform\",u(e.x,r))}function A(t){return\"cells\"===t.type}function M(t){return\"header\"===t.type}function S(t){return(t.rowBlocks.length?t.rowBlocks[0].auxiliaryBlocks:[]).reduce((function(t,e){return t+R(e,1/0)}),0)}function E(t,e,r){var n=y(e)[0];if(void 0!==n){var i=n.rowBlocks,a=n.calcdata,o=D(i,i.length),s=n.calcdata.groupHeight-S(n),l=a.scrollY=Math.max(0,Math.min(o-s,a.scrollY)),c=function(t,e,r){for(var n=[],i=0,a=0;a<t.length;a++){for(var o=t[a],s=o.rows,l=0,c=0;c<s.length;c++)l+=s[c].rowHeight;o.allRowsHeight=l;e<i+l&&e+r>i&&n.push(a),i+=l}return n}(i,l,s);1===c.length&&(c[0]===i.length-1?c.unshift(c[0]-1):c.push(c[0]+1)),c[0]%2&&c.reverse(),e.each((function(t,e){t.page=c[e],t.scrollY=l})),e.attr(\"transform\",(function(t){var e=D(t.rowBlocks,t.page)-t.scrollY;return 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this.length>t.length?this.clone().iuand(t):t.clone().iuand(this)},a.prototype.iuxor=function(t){var e,r;this.length>t.length?(e=this,r=t):(e=t,r=this);for(var n=0;n<r.length;n++)this.words[n]=e.words[n]^r.words[n];if(this!==e)for(;n<e.length;n++)this.words[n]=e.words[n];return this.length=e.length,this.strip()},a.prototype.ixor=function(t){return n(0==(this.negative|t.negative)),this.iuxor(t)},a.prototype.xor=function(t){return this.length>t.length?this.clone().ixor(t):t.clone().ixor(this)},a.prototype.uxor=function(t){return this.length>t.length?this.clone().iuxor(t):t.clone().iuxor(this)},a.prototype.inotn=function(t){n(\"number\"==typeof t&&t>=0);var e=0|Math.ceil(t/26),r=t%26;this._expand(e),r>0&&e--;for(var i=0;i<e;i++)this.words[i]=67108863&~this.words[i];return r>0&&(this.words[i]=~this.words[i]&67108863>>26-r),this.strip()},a.prototype.notn=function(t){return this.clone().inotn(t)},a.prototype.setn=function(t,e){n(\"number\"==typeof t&&t>=0);var r=t/26|0,i=t%26;return 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0!==t.negative&&0===this.negative?(t.negative=0,e=this.sub(t),t.negative^=1,e):0===t.negative&&0!==this.negative?(this.negative=0,e=t.sub(this),this.negative=1,e):this.length>t.length?this.clone().iadd(t):t.clone().iadd(this)},a.prototype.isub=function(t){if(0!==t.negative){t.negative=0;var e=this.iadd(t);return t.negative=1,e._normSign()}if(0!==this.negative)return this.negative=0,this.iadd(t),this.negative=1,this._normSign();var r,n,i=this.cmp(t);if(0===i)return this.negative=0,this.length=1,this.words[0]=0,this;i>0?(r=this,n=t):(r=t,n=this);for(var a=0,o=0;o<n.length;o++)a=(e=(0|r.words[o])-(0|n.words[o])+a)>>26,this.words[o]=67108863&e;for(;0!==a&&o<r.length;o++)a=(e=(0|r.words[o])+a)>>26,this.words[o]=67108863&e;if(0===a&&o<r.length&&r!==this)for(;o<r.length;o++)this.words[o]=r.words[o];return this.length=Math.max(this.length,o),r!==this&&(this.negative=1),this.strip()},a.prototype.sub=function(t){return this.clone().isub(t)};var d=function(t,e,r){var n,i,a,o=t.words,s=e.words,l=r.words,c=0,u=0|o[0],f=8191&u,h=u>>>13,p=0|o[1],d=8191&p,g=p>>>13,m=0|o[2],v=8191&m,y=m>>>13,x=0|o[3],b=8191&x,_=x>>>13,w=0|o[4],T=8191&w,k=w>>>13,A=0|o[5],M=8191&A,S=A>>>13,E=0|o[6],L=8191&E,C=E>>>13,P=0|o[7],I=8191&P,O=P>>>13,z=0|o[8],D=8191&z,R=z>>>13,F=0|o[9],B=8191&F,N=F>>>13,j=0|s[0],U=8191&j,V=j>>>13,H=0|s[1],q=8191&H,G=H>>>13,Y=0|s[2],W=8191&Y,X=Y>>>13,Z=0|s[3],J=8191&Z,K=Z>>>13,Q=0|s[4],$=8191&Q,tt=Q>>>13,et=0|s[5],rt=8191&et,nt=et>>>13,it=0|s[6],at=8191&it,ot=it>>>13,st=0|s[7],lt=8191&st,ct=st>>>13,ut=0|s[8],ft=8191&ut,ht=ut>>>13,pt=0|s[9],dt=8191&pt,gt=pt>>>13;r.negative=t.negative^e.negative,r.length=19;var mt=(c+(n=Math.imul(f,U))|0)+((8191&(i=(i=Math.imul(f,V))+Math.imul(h,U)|0))<<13)|0;c=((a=Math.imul(h,V))+(i>>>13)|0)+(mt>>>26)|0,mt&=67108863,n=Math.imul(d,U),i=(i=Math.imul(d,V))+Math.imul(g,U)|0,a=Math.imul(g,V);var vt=(c+(n=n+Math.imul(f,q)|0)|0)+((8191&(i=(i=i+Math.imul(f,G)|0)+Math.imul(h,q)|0))<<13)|0;c=((a=a+Math.imul(h,G)|0)+(i>>>13)|0)+(vt>>>26)|0,vt&=67108863,n=Math.imul(v,U),i=(i=Math.imul(v,V))+Math.imul(y,U)|0,a=Math.imul(y,V),n=n+Math.imul(d,q)|0,i=(i=i+Math.imul(d,G)|0)+Math.imul(g,q)|0,a=a+Math.imul(g,G)|0;var yt=(c+(n=n+Math.imul(f,W)|0)|0)+((8191&(i=(i=i+Math.imul(f,X)|0)+Math.imul(h,W)|0))<<13)|0;c=((a=a+Math.imul(h,X)|0)+(i>>>13)|0)+(yt>>>26)|0,yt&=67108863,n=Math.imul(b,U),i=(i=Math.imul(b,V))+Math.imul(_,U)|0,a=Math.imul(_,V),n=n+Math.imul(v,q)|0,i=(i=i+Math.imul(v,G)|0)+Math.imul(y,q)|0,a=a+Math.imul(y,G)|0,n=n+Math.imul(d,W)|0,i=(i=i+Math.imul(d,X)|0)+Math.imul(g,W)|0,a=a+Math.imul(g,X)|0;var xt=(c+(n=n+Math.imul(f,J)|0)|0)+((8191&(i=(i=i+Math.imul(f,K)|0)+Math.imul(h,J)|0))<<13)|0;c=((a=a+Math.imul(h,K)|0)+(i>>>13)|0)+(xt>>>26)|0,xt&=67108863,n=Math.imul(T,U),i=(i=Math.imul(T,V))+Math.imul(k,U)|0,a=Math.imul(k,V),n=n+Math.imul(b,q)|0,i=(i=i+Math.imul(b,G)|0)+Math.imul(_,q)|0,a=a+Math.imul(_,G)|0,n=n+Math.imul(v,W)|0,i=(i=i+Math.imul(v,X)|0)+Math.imul(y,W)|0,a=a+Math.imul(y,X)|0,n=n+Math.imul(d,J)|0,i=(i=i+Math.imul(d,K)|0)+Math.imul(g,J)|0,a=a+Math.imul(g,K)|0;var bt=(c+(n=n+Math.imul(f,$)|0)|0)+((8191&(i=(i=i+Math.imul(f,tt)|0)+Math.imul(h,$)|0))<<13)|0;c=((a=a+Math.imul(h,tt)|0)+(i>>>13)|0)+(bt>>>26)|0,bt&=67108863,n=Math.imul(M,U),i=(i=Math.imul(M,V))+Math.imul(S,U)|0,a=Math.imul(S,V),n=n+Math.imul(T,q)|0,i=(i=i+Math.imul(T,G)|0)+Math.imul(k,q)|0,a=a+Math.imul(k,G)|0,n=n+Math.imul(b,W)|0,i=(i=i+Math.imul(b,X)|0)+Math.imul(_,W)|0,a=a+Math.imul(_,X)|0,n=n+Math.imul(v,J)|0,i=(i=i+Math.imul(v,K)|0)+Math.imul(y,J)|0,a=a+Math.imul(y,K)|0,n=n+Math.imul(d,$)|0,i=(i=i+Math.imul(d,tt)|0)+Math.imul(g,$)|0,a=a+Math.imul(g,tt)|0;var _t=(c+(n=n+Math.imul(f,rt)|0)|0)+((8191&(i=(i=i+Math.imul(f,nt)|0)+Math.imul(h,rt)|0))<<13)|0;c=((a=a+Math.imul(h,nt)|0)+(i>>>13)|0)+(_t>>>26)|0,_t&=67108863,n=Math.imul(L,U),i=(i=Math.imul(L,V))+Math.imul(C,U)|0,a=Math.imul(C,V),n=n+Math.imul(M,q)|0,i=(i=i+Math.imul(M,G)|0)+Math.imul(S,q)|0,a=a+Math.imul(S,G)|0,n=n+Math.imul(T,W)|0,i=(i=i+Math.imul(T,X)|0)+Math.imul(k,W)|0,a=a+Math.imul(k,X)|0,n=n+Math.imul(b,J)|0,i=(i=i+Math.imul(b,K)|0)+Math.imul(_,J)|0,a=a+Math.imul(_,K)|0,n=n+Math.imul(v,$)|0,i=(i=i+Math.imul(v,tt)|0)+Math.imul(y,$)|0,a=a+Math.imul(y,tt)|0,n=n+Math.imul(d,rt)|0,i=(i=i+Math.imul(d,nt)|0)+Math.imul(g,rt)|0,a=a+Math.imul(g,nt)|0;var wt=(c+(n=n+Math.imul(f,at)|0)|0)+((8191&(i=(i=i+Math.imul(f,ot)|0)+Math.imul(h,at)|0))<<13)|0;c=((a=a+Math.imul(h,ot)|0)+(i>>>13)|0)+(wt>>>26)|0,wt&=67108863,n=Math.imul(I,U),i=(i=Math.imul(I,V))+Math.imul(O,U)|0,a=Math.imul(O,V),n=n+Math.imul(L,q)|0,i=(i=i+Math.imul(L,G)|0)+Math.imul(C,q)|0,a=a+Math.imul(C,G)|0,n=n+Math.imul(M,W)|0,i=(i=i+Math.imul(M,X)|0)+Math.imul(S,W)|0,a=a+Math.imul(S,X)|0,n=n+Math.imul(T,J)|0,i=(i=i+Math.imul(T,K)|0)+Math.imul(k,J)|0,a=a+Math.imul(k,K)|0,n=n+Math.imul(b,$)|0,i=(i=i+Math.imul(b,tt)|0)+Math.imul(_,$)|0,a=a+Math.imul(_,tt)|0,n=n+Math.imul(v,rt)|0,i=(i=i+Math.imul(v,nt)|0)+Math.imul(y,rt)|0,a=a+Math.imul(y,nt)|0,n=n+Math.imul(d,at)|0,i=(i=i+Math.imul(d,ot)|0)+Math.imul(g,at)|0,a=a+Math.imul(g,ot)|0;var Tt=(c+(n=n+Math.imul(f,lt)|0)|0)+((8191&(i=(i=i+Math.imul(f,ct)|0)+Math.imul(h,lt)|0))<<13)|0;c=((a=a+Math.imul(h,ct)|0)+(i>>>13)|0)+(Tt>>>26)|0,Tt&=67108863,n=Math.imul(D,U),i=(i=Math.imul(D,V))+Math.imul(R,U)|0,a=Math.imul(R,V),n=n+Math.imul(I,q)|0,i=(i=i+Math.imul(I,G)|0)+Math.imul(O,q)|0,a=a+Math.imul(O,G)|0,n=n+Math.imul(L,W)|0,i=(i=i+Math.imul(L,X)|0)+Math.imul(C,W)|0,a=a+Math.imul(C,X)|0,n=n+Math.imul(M,J)|0,i=(i=i+Math.imul(M,K)|0)+Math.imul(S,J)|0,a=a+Math.imul(S,K)|0,n=n+Math.imul(T,$)|0,i=(i=i+Math.imul(T,tt)|0)+Math.imul(k,$)|0,a=a+Math.imul(k,tt)|0,n=n+Math.imul(b,rt)|0,i=(i=i+Math.imul(b,nt)|0)+Math.imul(_,rt)|0,a=a+Math.imul(_,nt)|0,n=n+Math.imul(v,at)|0,i=(i=i+Math.imul(v,ot)|0)+Math.imul(y,at)|0,a=a+Math.imul(y,ot)|0,n=n+Math.imul(d,lt)|0,i=(i=i+Math.imul(d,ct)|0)+Math.imul(g,lt)|0,a=a+Math.imul(g,ct)|0;var kt=(c+(n=n+Math.imul(f,ft)|0)|0)+((8191&(i=(i=i+Math.imul(f,ht)|0)+Math.imul(h,ft)|0))<<13)|0;c=((a=a+Math.imul(h,ht)|0)+(i>>>13)|0)+(kt>>>26)|0,kt&=67108863,n=Math.imul(B,U),i=(i=Math.imul(B,V))+Math.imul(N,U)|0,a=Math.imul(N,V),n=n+Math.imul(D,q)|0,i=(i=i+Math.imul(D,G)|0)+Math.imul(R,q)|0,a=a+Math.imul(R,G)|0,n=n+Math.imul(I,W)|0,i=(i=i+Math.imul(I,X)|0)+Math.imul(O,W)|0,a=a+Math.imul(O,X)|0,n=n+Math.imul(L,J)|0,i=(i=i+Math.imul(L,K)|0)+Math.imul(C,J)|0,a=a+Math.imul(C,K)|0,n=n+Math.imul(M,$)|0,i=(i=i+Math.imul(M,tt)|0)+Math.imul(S,$)|0,a=a+Math.imul(S,tt)|0,n=n+Math.imul(T,rt)|0,i=(i=i+Math.imul(T,nt)|0)+Math.imul(k,rt)|0,a=a+Math.imul(k,nt)|0,n=n+Math.imul(b,at)|0,i=(i=i+Math.imul(b,ot)|0)+Math.imul(_,at)|0,a=a+Math.imul(_,ot)|0,n=n+Math.imul(v,lt)|0,i=(i=i+Math.imul(v,ct)|0)+Math.imul(y,lt)|0,a=a+Math.imul(y,ct)|0,n=n+Math.imul(d,ft)|0,i=(i=i+Math.imul(d,ht)|0)+Math.imul(g,ft)|0,a=a+Math.imul(g,ht)|0;var At=(c+(n=n+Math.imul(f,dt)|0)|0)+((8191&(i=(i=i+Math.imul(f,gt)|0)+Math.imul(h,dt)|0))<<13)|0;c=((a=a+Math.imul(h,gt)|0)+(i>>>13)|0)+(At>>>26)|0,At&=67108863,n=Math.imul(B,q),i=(i=Math.imul(B,G))+Math.imul(N,q)|0,a=Math.imul(N,G),n=n+Math.imul(D,W)|0,i=(i=i+Math.imul(D,X)|0)+Math.imul(R,W)|0,a=a+Math.imul(R,X)|0,n=n+Math.imul(I,J)|0,i=(i=i+Math.imul(I,K)|0)+Math.imul(O,J)|0,a=a+Math.imul(O,K)|0,n=n+Math.imul(L,$)|0,i=(i=i+Math.imul(L,tt)|0)+Math.imul(C,$)|0,a=a+Math.imul(C,tt)|0,n=n+Math.imul(M,rt)|0,i=(i=i+Math.imul(M,nt)|0)+Math.imul(S,rt)|0,a=a+Math.imul(S,nt)|0,n=n+Math.imul(T,at)|0,i=(i=i+Math.imul(T,ot)|0)+Math.imul(k,at)|0,a=a+Math.imul(k,ot)|0,n=n+Math.imul(b,lt)|0,i=(i=i+Math.imul(b,ct)|0)+Math.imul(_,lt)|0,a=a+Math.imul(_,ct)|0,n=n+Math.imul(v,ft)|0,i=(i=i+Math.imul(v,ht)|0)+Math.imul(y,ft)|0,a=a+Math.imul(y,ht)|0;var Mt=(c+(n=n+Math.imul(d,dt)|0)|0)+((8191&(i=(i=i+Math.imul(d,gt)|0)+Math.imul(g,dt)|0))<<13)|0;c=((a=a+Math.imul(g,gt)|0)+(i>>>13)|0)+(Mt>>>26)|0,Mt&=67108863,n=Math.imul(B,W),i=(i=Math.imul(B,X))+Math.imul(N,W)|0,a=Math.imul(N,X),n=n+Math.imul(D,J)|0,i=(i=i+Math.imul(D,K)|0)+Math.imul(R,J)|0,a=a+Math.imul(R,K)|0,n=n+Math.imul(I,$)|0,i=(i=i+Math.imul(I,tt)|0)+Math.imul(O,$)|0,a=a+Math.imul(O,tt)|0,n=n+Math.imul(L,rt)|0,i=(i=i+Math.imul(L,nt)|0)+Math.imul(C,rt)|0,a=a+Math.imul(C,nt)|0,n=n+Math.imul(M,at)|0,i=(i=i+Math.imul(M,ot)|0)+Math.imul(S,at)|0,a=a+Math.imul(S,ot)|0,n=n+Math.imul(T,lt)|0,i=(i=i+Math.imul(T,ct)|0)+Math.imul(k,lt)|0,a=a+Math.imul(k,ct)|0,n=n+Math.imul(b,ft)|0,i=(i=i+Math.imul(b,ht)|0)+Math.imul(_,ft)|0,a=a+Math.imul(_,ht)|0;var St=(c+(n=n+Math.imul(v,dt)|0)|0)+((8191&(i=(i=i+Math.imul(v,gt)|0)+Math.imul(y,dt)|0))<<13)|0;c=((a=a+Math.imul(y,gt)|0)+(i>>>13)|0)+(St>>>26)|0,St&=67108863,n=Math.imul(B,J),i=(i=Math.imul(B,K))+Math.imul(N,J)|0,a=Math.imul(N,K),n=n+Math.imul(D,$)|0,i=(i=i+Math.imul(D,tt)|0)+Math.imul(R,$)|0,a=a+Math.imul(R,tt)|0,n=n+Math.imul(I,rt)|0,i=(i=i+Math.imul(I,nt)|0)+Math.imul(O,rt)|0,a=a+Math.imul(O,nt)|0,n=n+Math.imul(L,at)|0,i=(i=i+Math.imul(L,ot)|0)+Math.imul(C,at)|0,a=a+Math.imul(C,ot)|0,n=n+Math.imul(M,lt)|0,i=(i=i+Math.imul(M,ct)|0)+Math.imul(S,lt)|0,a=a+Math.imul(S,ct)|0,n=n+Math.imul(T,ft)|0,i=(i=i+Math.imul(T,ht)|0)+Math.imul(k,ft)|0,a=a+Math.imul(k,ht)|0;var Et=(c+(n=n+Math.imul(b,dt)|0)|0)+((8191&(i=(i=i+Math.imul(b,gt)|0)+Math.imul(_,dt)|0))<<13)|0;c=((a=a+Math.imul(_,gt)|0)+(i>>>13)|0)+(Et>>>26)|0,Et&=67108863,n=Math.imul(B,$),i=(i=Math.imul(B,tt))+Math.imul(N,$)|0,a=Math.imul(N,tt),n=n+Math.imul(D,rt)|0,i=(i=i+Math.imul(D,nt)|0)+Math.imul(R,rt)|0,a=a+Math.imul(R,nt)|0,n=n+Math.imul(I,at)|0,i=(i=i+Math.imul(I,ot)|0)+Math.imul(O,at)|0,a=a+Math.imul(O,ot)|0,n=n+Math.imul(L,lt)|0,i=(i=i+Math.imul(L,ct)|0)+Math.imul(C,lt)|0,a=a+Math.imul(C,ct)|0,n=n+Math.imul(M,ft)|0,i=(i=i+Math.imul(M,ht)|0)+Math.imul(S,ft)|0,a=a+Math.imul(S,ht)|0;var Lt=(c+(n=n+Math.imul(T,dt)|0)|0)+((8191&(i=(i=i+Math.imul(T,gt)|0)+Math.imul(k,dt)|0))<<13)|0;c=((a=a+Math.imul(k,gt)|0)+(i>>>13)|0)+(Lt>>>26)|0,Lt&=67108863,n=Math.imul(B,rt),i=(i=Math.imul(B,nt))+Math.imul(N,rt)|0,a=Math.imul(N,nt),n=n+Math.imul(D,at)|0,i=(i=i+Math.imul(D,ot)|0)+Math.imul(R,at)|0,a=a+Math.imul(R,ot)|0,n=n+Math.imul(I,lt)|0,i=(i=i+Math.imul(I,ct)|0)+Math.imul(O,lt)|0,a=a+Math.imul(O,ct)|0,n=n+Math.imul(L,ft)|0,i=(i=i+Math.imul(L,ht)|0)+Math.imul(C,ft)|0,a=a+Math.imul(C,ht)|0;var Ct=(c+(n=n+Math.imul(M,dt)|0)|0)+((8191&(i=(i=i+Math.imul(M,gt)|0)+Math.imul(S,dt)|0))<<13)|0;c=((a=a+Math.imul(S,gt)|0)+(i>>>13)|0)+(Ct>>>26)|0,Ct&=67108863,n=Math.imul(B,at),i=(i=Math.imul(B,ot))+Math.imul(N,at)|0,a=Math.imul(N,ot),n=n+Math.imul(D,lt)|0,i=(i=i+Math.imul(D,ct)|0)+Math.imul(R,lt)|0,a=a+Math.imul(R,ct)|0,n=n+Math.imul(I,ft)|0,i=(i=i+Math.imul(I,ht)|0)+Math.imul(O,ft)|0,a=a+Math.imul(O,ht)|0;var Pt=(c+(n=n+Math.imul(L,dt)|0)|0)+((8191&(i=(i=i+Math.imul(L,gt)|0)+Math.imul(C,dt)|0))<<13)|0;c=((a=a+Math.imul(C,gt)|0)+(i>>>13)|0)+(Pt>>>26)|0,Pt&=67108863,n=Math.imul(B,lt),i=(i=Math.imul(B,ct))+Math.imul(N,lt)|0,a=Math.imul(N,ct),n=n+Math.imul(D,ft)|0,i=(i=i+Math.imul(D,ht)|0)+Math.imul(R,ft)|0,a=a+Math.imul(R,ht)|0;var It=(c+(n=n+Math.imul(I,dt)|0)|0)+((8191&(i=(i=i+Math.imul(I,gt)|0)+Math.imul(O,dt)|0))<<13)|0;c=((a=a+Math.imul(O,gt)|0)+(i>>>13)|0)+(It>>>26)|0,It&=67108863,n=Math.imul(B,ft),i=(i=Math.imul(B,ht))+Math.imul(N,ft)|0,a=Math.imul(N,ht);var Ot=(c+(n=n+Math.imul(D,dt)|0)|0)+((8191&(i=(i=i+Math.imul(D,gt)|0)+Math.imul(R,dt)|0))<<13)|0;c=((a=a+Math.imul(R,gt)|0)+(i>>>13)|0)+(Ot>>>26)|0,Ot&=67108863;var zt=(c+(n=Math.imul(B,dt))|0)+((8191&(i=(i=Math.imul(B,gt))+Math.imul(N,dt)|0))<<13)|0;return c=((a=Math.imul(N,gt))+(i>>>13)|0)+(zt>>>26)|0,zt&=67108863,l[0]=mt,l[1]=vt,l[2]=yt,l[3]=xt,l[4]=bt,l[5]=_t,l[6]=wt,l[7]=Tt,l[8]=kt,l[9]=At,l[10]=Mt,l[11]=St,l[12]=Et,l[13]=Lt,l[14]=Ct,l[15]=Pt,l[16]=It,l[17]=Ot,l[18]=zt,0!==c&&(l[19]=c,r.length++),r};function g(t,e,r){return(new m).mulp(t,e,r)}function m(t,e){this.x=t,this.y=e}Math.imul||(d=p),a.prototype.mulTo=function(t,e){var r=this.length+t.length;return 10===this.length&&10===t.length?d(this,t,e):r<63?p(this,t,e):r<1024?function(t,e,r){r.negative=e.negative^t.negative,r.length=t.length+e.length;for(var n=0,i=0,a=0;a<r.length-1;a++){var o=i;i=0;for(var s=67108863&n,l=Math.min(a,e.length-1),c=Math.max(0,a-t.length+1);c<=l;c++){var u=a-c,f=(0|t.words[u])*(0|e.words[c]),h=67108863&f;s=67108863&(h=h+s|0),i+=(o=(o=o+(f/67108864|0)|0)+(h>>>26)|0)>>>26,o&=67108863}r.words[a]=s,n=o,o=i}return 0!==n?r.words[a]=n:r.length--,r.strip()}(this,t,e):g(this,t,e)},m.prototype.makeRBT=function(t){for(var e=new Array(t),r=a.prototype._countBits(t)-1,n=0;n<t;n++)e[n]=this.revBin(n,r,t);return e},m.prototype.revBin=function(t,e,r){if(0===t||t===r-1)return t;for(var n=0,i=0;i<e;i++)n|=(1&t)<<e-i-1,t>>=1;return n},m.prototype.permute=function(t,e,r,n,i,a){for(var o=0;o<a;o++)n[o]=e[t[o]],i[o]=r[t[o]]},m.prototype.transform=function(t,e,r,n,i,a){this.permute(a,t,e,r,n,i);for(var o=1;o<i;o<<=1)for(var s=o<<1,l=Math.cos(2*Math.PI/s),c=Math.sin(2*Math.PI/s),u=0;u<i;u+=s)for(var f=l,h=c,p=0;p<o;p++){var d=r[u+p],g=n[u+p],m=r[u+p+o],v=n[u+p+o],y=f*m-h*v;v=f*v+h*m,m=y,r[u+p]=d+m,n[u+p]=g+v,r[u+p+o]=d-m,n[u+p+o]=g-v,p!==s&&(y=l*f-c*h,h=l*h+c*f,f=y)}},m.prototype.guessLen13b=function(t,e){var r=1|Math.max(e,t),n=1&r,i=0;for(r=r/2|0;r;r>>>=1)i++;return 1<<i+1+n},m.prototype.conjugate=function(t,e,r){if(!(r<=1))for(var n=0;n<r/2;n++){var i=t[n];t[n]=t[r-n-1],t[r-n-1]=i,i=e[n],e[n]=-e[r-n-1],e[r-n-1]=-i}},m.prototype.normalize13b=function(t,e){for(var r=0,n=0;n<e/2;n++){var i=8192*Math.round(t[2*n+1]/e)+Math.round(t[2*n]/e)+r;t[n]=67108863&i,r=i<67108864?0:i/67108864|0}return t},m.prototype.convert13b=function(t,e,r,i){for(var a=0,o=0;o<e;o++)a+=0|t[o],r[2*o]=8191&a,a>>>=13,r[2*o+1]=8191&a,a>>>=13;for(o=2*e;o<i;++o)r[o]=0;n(0===a),n(0==(-8192&a))},m.prototype.stub=function(t){for(var e=new Array(t),r=0;r<t;r++)e[r]=0;return e},m.prototype.mulp=function(t,e,r){var n=2*this.guessLen13b(t.length,e.length),i=this.makeRBT(n),a=this.stub(n),o=new Array(n),s=new Array(n),l=new Array(n),c=new Array(n),u=new Array(n),f=new Array(n),h=r.words;h.length=n,this.convert13b(t.words,t.length,o,n),this.convert13b(e.words,e.length,c,n),this.transform(o,a,s,l,n,i),this.transform(c,a,u,f,n,i);for(var p=0;p<n;p++){var d=s[p]*u[p]-l[p]*f[p];l[p]=s[p]*f[p]+l[p]*u[p],s[p]=d}return this.conjugate(s,l,n),this.transform(s,l,h,a,n,i),this.conjugate(h,a,n),this.normalize13b(h,n),r.negative=t.negative^e.negative,r.length=t.length+e.length,r.strip()},a.prototype.mul=function(t){var e=new a(null);return e.words=new Array(this.length+t.length),this.mulTo(t,e)},a.prototype.mulf=function(t){var e=new a(null);return e.words=new Array(this.length+t.length),g(this,t,e)},a.prototype.imul=function(t){return this.clone().mulTo(t,this)},a.prototype.imuln=function(t){n(\"number\"==typeof t),n(t<67108864);for(var e=0,r=0;r<this.length;r++){var i=(0|this.words[r])*t,a=(67108863&i)+(67108863&e);e>>=26,e+=i/67108864|0,e+=a>>>26,this.words[r]=67108863&a}return 0!==e&&(this.words[r]=e,this.length++),this},a.prototype.muln=function(t){return this.clone().imuln(t)},a.prototype.sqr=function(){return this.mul(this)},a.prototype.isqr=function(){return this.imul(this.clone())},a.prototype.pow=function(t){var e=function(t){for(var e=new Array(t.bitLength()),r=0;r<e.length;r++){var n=r/26|0,i=r%26;e[r]=(t.words[n]&1<<i)>>>i}return e}(t);if(0===e.length)return new a(1);for(var r=this,n=0;n<e.length&&0===e[n];n++,r=r.sqr());if(++n<e.length)for(var i=r.sqr();n<e.length;n++,i=i.sqr())0!==e[n]&&(r=r.mul(i));return r},a.prototype.iushln=function(t){n(\"number\"==typeof t&&t>=0);var e,r=t%26,i=(t-r)/26,a=67108863>>>26-r<<26-r;if(0!==r){var o=0;for(e=0;e<this.length;e++){var s=this.words[e]&a,l=(0|this.words[e])-s<<r;this.words[e]=l|o,o=s>>>26-r}o&&(this.words[e]=o,this.length++)}if(0!==i){for(e=this.length-1;e>=0;e--)this.words[e+i]=this.words[e];for(e=0;e<i;e++)this.words[e]=0;this.length+=i}return this.strip()},a.prototype.ishln=function(t){return n(0===this.negative),this.iushln(t)},a.prototype.iushrn=function(t,e,r){var i;n(\"number\"==typeof t&&t>=0),i=e?(e-e%26)/26:0;var a=t%26,o=Math.min((t-a)/26,this.length),s=67108863^67108863>>>a<<a,l=r;if(i-=o,i=Math.max(0,i),l){for(var c=0;c<o;c++)l.words[c]=this.words[c];l.length=o}if(0===o);else if(this.length>o)for(this.length-=o,c=0;c<this.length;c++)this.words[c]=this.words[c+o];else this.words[0]=0,this.length=1;var u=0;for(c=this.length-1;c>=0&&(0!==u||c>=i);c--){var f=0|this.words[c];this.words[c]=u<<26-a|f>>>a,u=f&s}return l&&0!==u&&(l.words[l.length++]=u),0===this.length&&(this.words[0]=0,this.length=1),this.strip()},a.prototype.ishrn=function(t,e,r){return n(0===this.negative),this.iushrn(t,e,r)},a.prototype.shln=function(t){return this.clone().ishln(t)},a.prototype.ushln=function(t){return this.clone().iushln(t)},a.prototype.shrn=function(t){return this.clone().ishrn(t)},a.prototype.ushrn=function(t){return this.clone().iushrn(t)},a.prototype.testn=function(t){n(\"number\"==typeof t&&t>=0);var e=t%26,r=(t-e)/26,i=1<<e;return!(this.length<=r)&&!!(this.words[r]&i)},a.prototype.imaskn=function(t){n(\"number\"==typeof t&&t>=0);var e=t%26,r=(t-e)/26;if(n(0===this.negative,\"imaskn works only with positive numbers\"),this.length<=r)return this;if(0!==e&&r++,this.length=Math.min(r,this.length),0!==e){var i=67108863^67108863>>>e<<e;this.words[this.length-1]&=i}return this.strip()},a.prototype.maskn=function(t){return this.clone().imaskn(t)},a.prototype.iaddn=function(t){return n(\"number\"==typeof t),n(t<67108864),t<0?this.isubn(-t):0!==this.negative?1===this.length&&(0|this.words[0])<t?(this.words[0]=t-(0|this.words[0]),this.negative=0,this):(this.negative=0,this.isubn(t),this.negative=1,this):this._iaddn(t)},a.prototype._iaddn=function(t){this.words[0]+=t;for(var e=0;e<this.length&&this.words[e]>=67108864;e++)this.words[e]-=67108864,e===this.length-1?this.words[e+1]=1:this.words[e+1]++;return this.length=Math.max(this.length,e+1),this},a.prototype.isubn=function(t){if(n(\"number\"==typeof t),n(t<67108864),t<0)return this.iaddn(-t);if(0!==this.negative)return this.negative=0,this.iaddn(t),this.negative=1,this;if(this.words[0]-=t,1===this.length&&this.words[0]<0)this.words[0]=-this.words[0],this.negative=1;else for(var e=0;e<this.length&&this.words[e]<0;e++)this.words[e]+=67108864,this.words[e+1]-=1;return this.strip()},a.prototype.addn=function(t){return this.clone().iaddn(t)},a.prototype.subn=function(t){return this.clone().isubn(t)},a.prototype.iabs=function(){return this.negative=0,this},a.prototype.abs=function(){return this.clone().iabs()},a.prototype._ishlnsubmul=function(t,e,r){var i,a,o=t.length+r;this._expand(o);var s=0;for(i=0;i<t.length;i++){a=(0|this.words[i+r])+s;var l=(0|t.words[i])*e;s=((a-=67108863&l)>>26)-(l/67108864|0),this.words[i+r]=67108863&a}for(;i<this.length-r;i++)s=(a=(0|this.words[i+r])+s)>>26,this.words[i+r]=67108863&a;if(0===s)return this.strip();for(n(-1===s),s=0,i=0;i<this.length;i++)s=(a=-(0|this.words[i])+s)>>26,this.words[i]=67108863&a;return this.negative=1,this.strip()},a.prototype._wordDiv=function(t,e){var r=(this.length,t.length),n=this.clone(),i=t,o=0|i.words[i.length-1];0!==(r=26-this._countBits(o))&&(i=i.ushln(r),n.iushln(r),o=0|i.words[i.length-1]);var s,l=n.length-i.length;if(\"mod\"!==e){(s=new a(null)).length=l+1,s.words=new Array(s.length);for(var c=0;c<s.length;c++)s.words[c]=0}var u=n.clone()._ishlnsubmul(i,1,l);0===u.negative&&(n=u,s&&(s.words[l]=1));for(var f=l-1;f>=0;f--){var h=67108864*(0|n.words[i.length+f])+(0|n.words[i.length+f-1]);for(h=Math.min(h/o|0,67108863),n._ishlnsubmul(i,h,f);0!==n.negative;)h--,n.negative=0,n._ishlnsubmul(i,1,f),n.isZero()||(n.negative^=1);s&&(s.words[f]=h)}return s&&s.strip(),n.strip(),\"div\"!==e&&0!==r&&n.iushrn(r),{div:s||null,mod:n}},a.prototype.divmod=function(t,e,r){return n(!t.isZero()),this.isZero()?{div:new a(0),mod:new a(0)}:0!==this.negative&&0===t.negative?(s=this.neg().divmod(t,e),\"mod\"!==e&&(i=s.div.neg()),\"div\"!==e&&(o=s.mod.neg(),r&&0!==o.negative&&o.iadd(t)),{div:i,mod:o}):0===this.negative&&0!==t.negative?(s=this.divmod(t.neg(),e),\"mod\"!==e&&(i=s.div.neg()),{div:i,mod:s.mod}):0!=(this.negative&t.negative)?(s=this.neg().divmod(t.neg(),e),\"div\"!==e&&(o=s.mod.neg(),r&&0!==o.negative&&o.isub(t)),{div:s.div,mod:o}):t.length>this.length||this.cmp(t)<0?{div:new a(0),mod:this}:1===t.length?\"div\"===e?{div:this.divn(t.words[0]),mod:null}:\"mod\"===e?{div:null,mod:new a(this.modn(t.words[0]))}:{div:this.divn(t.words[0]),mod:new a(this.modn(t.words[0]))}:this._wordDiv(t,e);var i,o,s},a.prototype.div=function(t){return this.divmod(t,\"div\",!1).div},a.prototype.mod=function(t){return this.divmod(t,\"mod\",!1).mod},a.prototype.umod=function(t){return this.divmod(t,\"mod\",!0).mod},a.prototype.divRound=function(t){var e=this.divmod(t);if(e.mod.isZero())return e.div;var r=0!==e.div.negative?e.mod.isub(t):e.mod,n=t.ushrn(1),i=t.andln(1),a=r.cmp(n);return a<0||1===i&&0===a?e.div:0!==e.div.negative?e.div.isubn(1):e.div.iaddn(1)},a.prototype.modn=function(t){n(t<=67108863);for(var e=(1<<26)%t,r=0,i=this.length-1;i>=0;i--)r=(e*r+(0|this.words[i]))%t;return r},a.prototype.idivn=function(t){n(t<=67108863);for(var e=0,r=this.length-1;r>=0;r--){var i=(0|this.words[r])+67108864*e;this.words[r]=i/t|0,e=i%t}return this.strip()},a.prototype.divn=function(t){return this.clone().idivn(t)},a.prototype.egcd=function(t){n(0===t.negative),n(!t.isZero());var e=this,r=t.clone();e=0!==e.negative?e.umod(t):e.clone();for(var i=new a(1),o=new a(0),s=new a(0),l=new a(1),c=0;e.isEven()&&r.isEven();)e.iushrn(1),r.iushrn(1),++c;for(var u=r.clone(),f=e.clone();!e.isZero();){for(var h=0,p=1;0==(e.words[0]&p)&&h<26;++h,p<<=1);if(h>0)for(e.iushrn(h);h-- >0;)(i.isOdd()||o.isOdd())&&(i.iadd(u),o.isub(f)),i.iushrn(1),o.iushrn(1);for(var d=0,g=1;0==(r.words[0]&g)&&d<26;++d,g<<=1);if(d>0)for(r.iushrn(d);d-- >0;)(s.isOdd()||l.isOdd())&&(s.iadd(u),l.isub(f)),s.iushrn(1),l.iushrn(1);e.cmp(r)>=0?(e.isub(r),i.isub(s),o.isub(l)):(r.isub(e),s.isub(i),l.isub(o))}return{a:s,b:l,gcd:r.iushln(c)}},a.prototype._invmp=function(t){n(0===t.negative),n(!t.isZero());var e=this,r=t.clone();e=0!==e.negative?e.umod(t):e.clone();for(var i,o=new a(1),s=new a(0),l=r.clone();e.cmpn(1)>0&&r.cmpn(1)>0;){for(var c=0,u=1;0==(e.words[0]&u)&&c<26;++c,u<<=1);if(c>0)for(e.iushrn(c);c-- >0;)o.isOdd()&&o.iadd(l),o.iushrn(1);for(var f=0,h=1;0==(r.words[0]&h)&&f<26;++f,h<<=1);if(f>0)for(r.iushrn(f);f-- >0;)s.isOdd()&&s.iadd(l),s.iushrn(1);e.cmp(r)>=0?(e.isub(r),o.isub(s)):(r.isub(e),s.isub(o))}return(i=0===e.cmpn(1)?o:s).cmpn(0)<0&&i.iadd(t),i},a.prototype.gcd=function(t){if(this.isZero())return t.abs();if(t.isZero())return this.abs();var e=this.clone(),r=t.clone();e.negative=0,r.negative=0;for(var n=0;e.isEven()&&r.isEven();n++)e.iushrn(1),r.iushrn(1);for(;;){for(;e.isEven();)e.iushrn(1);for(;r.isEven();)r.iushrn(1);var i=e.cmp(r);if(i<0){var a=e;e=r,r=a}else if(0===i||0===r.cmpn(1))break;e.isub(r)}return r.iushln(n)},a.prototype.invm=function(t){return this.egcd(t).a.umod(t)},a.prototype.isEven=function(){return 0==(1&this.words[0])},a.prototype.isOdd=function(){return 1==(1&this.words[0])},a.prototype.andln=function(t){return this.words[0]&t},a.prototype.bincn=function(t){n(\"number\"==typeof t);var e=t%26,r=(t-e)/26,i=1<<e;if(this.length<=r)return this._expand(r+1),this.words[r]|=i,this;for(var a=i,o=r;0!==a&&o<this.length;o++){var s=0|this.words[o];a=(s+=a)>>>26,s&=67108863,this.words[o]=s}return 0!==a&&(this.words[o]=a,this.length++),this},a.prototype.isZero=function(){return 1===this.length&&0===this.words[0]},a.prototype.cmpn=function(t){var e,r=t<0;if(0!==this.negative&&!r)return-1;if(0===this.negative&&r)return 1;if(this.strip(),this.length>1)e=1;else{r&&(t=-t),n(t<=67108863,\"Number is too big\");var i=0|this.words[0];e=i===t?0:i<t?-1:1}return 0!==this.negative?0|-e:e},a.prototype.cmp=function(t){if(0!==this.negative&&0===t.negative)return-1;if(0===this.negative&&0!==t.negative)return 1;var e=this.ucmp(t);return 0!==this.negative?0|-e:e},a.prototype.ucmp=function(t){if(this.length>t.length)return 1;if(this.length<t.length)return-1;for(var e=0,r=this.length-1;r>=0;r--){var n=0|this.words[r],i=0|t.words[r];if(n!==i){n<i?e=-1:n>i&&(e=1);break}}return e},a.prototype.gtn=function(t){return 1===this.cmpn(t)},a.prototype.gt=function(t){return 1===this.cmp(t)},a.prototype.gten=function(t){return this.cmpn(t)>=0},a.prototype.gte=function(t){return this.cmp(t)>=0},a.prototype.ltn=function(t){return-1===this.cmpn(t)},a.prototype.lt=function(t){return-1===this.cmp(t)},a.prototype.lten=function(t){return this.cmpn(t)<=0},a.prototype.lte=function(t){return this.cmp(t)<=0},a.prototype.eqn=function(t){return 0===this.cmpn(t)},a.prototype.eq=function(t){return 0===this.cmp(t)},a.red=function(t){return new T(t)},a.prototype.toRed=function(t){return n(!this.red,\"Already a number in reduction context\"),n(0===this.negative,\"red works only with positives\"),t.convertTo(this)._forceRed(t)},a.prototype.fromRed=function(){return n(this.red,\"fromRed works only with numbers in reduction context\"),this.red.convertFrom(this)},a.prototype._forceRed=function(t){return this.red=t,this},a.prototype.forceRed=function(t){return n(!this.red,\"Already a number 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fffffffe fffffc2f\")}function b(){y.call(this,\"p224\",\"ffffffff ffffffff ffffffff ffffffff 00000000 00000000 00000001\")}function _(){y.call(this,\"p192\",\"ffffffff ffffffff ffffffff fffffffe ffffffff ffffffff\")}function w(){y.call(this,\"25519\",\"7fffffffffffffff ffffffffffffffff ffffffffffffffff ffffffffffffffed\")}function T(t){if(\"string\"==typeof t){var e=a._prime(t);this.m=e.p,this.prime=e}else n(t.gtn(1),\"modulus must be greater than 1\"),this.m=t,this.prime=null}function k(t){T.call(this,t),this.shift=this.m.bitLength(),this.shift%26!=0&&(this.shift+=26-this.shift%26),this.r=new a(1).iushln(this.shift),this.r2=this.imod(this.r.sqr()),this.rinv=this.r._invmp(this.m),this.minv=this.rinv.mul(this.r).isubn(1).div(this.m),this.minv=this.minv.umod(this.r),this.minv=this.r.sub(this.minv)}y.prototype._tmp=function(){var t=new a(null);return t.words=new Array(Math.ceil(this.n/13)),t},y.prototype.ireduce=function(t){var e,r=t;do{this.split(r,this.tmp),e=(r=(r=this.imulK(r)).iadd(this.tmp)).bitLength()}while(e>this.n);var n=e<this.n?-1:r.ucmp(this.p);return 0===n?(r.words[0]=0,r.length=1):n>0?r.isub(this.p):void 0!==r.strip?r.strip():r._strip(),r},y.prototype.split=function(t,e){t.iushrn(this.n,0,e)},y.prototype.imulK=function(t){return t.imul(this.k)},i(x,y),x.prototype.split=function(t,e){for(var r=Math.min(t.length,9),n=0;n<r;n++)e.words[n]=t.words[n];if(e.length=r,t.length<=9)return t.words[0]=0,void(t.length=1);var i=t.words[9];for(e.words[e.length++]=4194303&i,n=10;n<t.length;n++){var a=0|t.words[n];t.words[n-10]=(4194303&a)<<4|i>>>22,i=a}i>>>=22,t.words[n-10]=i,0===i&&t.length>10?t.length-=10:t.length-=9},x.prototype.imulK=function(t){t.words[t.length]=0,t.words[t.length+1]=0,t.length+=2;for(var e=0,r=0;r<t.length;r++){var n=0|t.words[r];e+=977*n,t.words[r]=67108863&e,e=64*n+(e/67108864|0)}return 0===t.words[t.length-1]&&(t.length--,0===t.words[t.length-1]&&t.length--),t},i(b,y),i(_,y),i(w,y),w.prototype.imulK=function(t){for(var e=0,r=0;r<t.length;r++){var n=19*(0|t.words[r])+e,i=67108863&n;n>>>=26,t.words[r]=i,e=n}return 0!==e&&(t.words[t.length++]=e),t},a._prime=function(t){if(v[t])return v[t];var e;if(\"k256\"===t)e=new x;else if(\"p224\"===t)e=new b;else if(\"p192\"===t)e=new _;else{if(\"p25519\"!==t)throw new Error(\"Unknown prime \"+t);e=new w}return v[t]=e,e},T.prototype._verify1=function(t){n(0===t.negative,\"red works only with positives\"),n(t.red,\"red works only with red numbers\")},T.prototype._verify2=function(t,e){n(0==(t.negative|e.negative),\"red works only with positives\"),n(t.red&&t.red===e.red,\"red works only with red numbers\")},T.prototype.imod=function(t){return this.prime?this.prime.ireduce(t)._forceRed(this):t.umod(this.m)._forceRed(this)},T.prototype.neg=function(t){return t.isZero()?t.clone():this.m.sub(t)._forceRed(this)},T.prototype.add=function(t,e){this._verify2(t,e);var r=t.add(e);return r.cmp(this.m)>=0&&r.isub(this.m),r._forceRed(this)},T.prototype.iadd=function(t,e){this._verify2(t,e);var r=t.iadd(e);return r.cmp(this.m)>=0&&r.isub(this.m),r},T.prototype.sub=function(t,e){this._verify2(t,e);var r=t.sub(e);return r.cmpn(0)<0&&r.iadd(this.m),r._forceRed(this)},T.prototype.isub=function(t,e){this._verify2(t,e);var r=t.isub(e);return r.cmpn(0)<0&&r.iadd(this.m),r},T.prototype.shl=function(t,e){return this._verify1(t),this.imod(t.ushln(e))},T.prototype.imul=function(t,e){return this._verify2(t,e),this.imod(t.imul(e))},T.prototype.mul=function(t,e){return this._verify2(t,e),this.imod(t.mul(e))},T.prototype.isqr=function(t){return this.imul(t,t.clone())},T.prototype.sqr=function(t){return this.mul(t,t)},T.prototype.sqrt=function(t){if(t.isZero())return t.clone();var e=this.m.andln(3);if(n(e%2==1),3===e){var r=this.m.add(new a(1)).iushrn(2);return this.pow(t,r)}for(var i=this.m.subn(1),o=0;!i.isZero()&&0===i.andln(1);)o++,i.iushrn(1);n(!i.isZero());var s=new a(1).toRed(this),l=s.redNeg(),c=this.m.subn(1).iushrn(1),u=this.m.bitLength();for(u=new a(2*u*u).toRed(this);0!==this.pow(u,c).cmp(l);)u.redIAdd(l);for(var f=this.pow(u,i),h=this.pow(t,i.addn(1).iushrn(1)),p=this.pow(t,i),d=o;0!==p.cmp(s);){for(var g=p,m=0;0!==g.cmp(s);m++)g=g.redSqr();n(m<d);var v=this.pow(f,new a(1).iushln(d-m-1));h=h.redMul(v),f=v.redSqr(),p=p.redMul(f),d=m}return h},T.prototype.invm=function(t){var e=t._invmp(this.m);return 0!==e.negative?(e.negative=0,this.imod(e).redNeg()):this.imod(e)},T.prototype.pow=function(t,e){if(e.isZero())return new a(1).toRed(this);if(0===e.cmpn(1))return t.clone();var r=new Array(16);r[0]=new a(1).toRed(this),r[1]=t;for(var n=2;n<r.length;n++)r[n]=this.mul(r[n-1],t);var i=r[0],o=0,s=0,l=e.bitLength()%26;for(0===l&&(l=26),n=e.length-1;n>=0;n--){for(var c=e.words[n],u=l-1;u>=0;u--){var f=c>>u&1;i!==r[0]&&(i=this.sqr(i)),0!==f||0!==o?(o<<=1,o|=f,(4===++s||0===n&&0===u)&&(i=this.mul(i,r[o]),s=0,o=0)):s=0}l=26}return i},T.prototype.convertTo=function(t){var e=t.umod(this.m);return e===t?e.clone():e},T.prototype.convertFrom=function(t){var e=t.clone();return e.red=null,e},a.mont=function(t){return new k(t)},i(k,T),k.prototype.convertTo=function(t){return this.imod(t.ushln(this.shift))},k.prototype.convertFrom=function(t){var e=this.imod(t.mul(this.rinv));return e.red=null,e},k.prototype.imul=function(t,e){if(t.isZero()||e.isZero())return t.words[0]=0,t.length=1,t;var r=t.imul(e),n=r.maskn(this.shift).mul(this.minv).imaskn(this.shift).mul(this.m),i=r.isub(n).iushrn(this.shift),a=i;return i.cmp(this.m)>=0?a=i.isub(this.m):i.cmpn(0)<0&&(a=i.iadd(this.m)),a._forceRed(this)},k.prototype.mul=function(t,e){if(t.isZero()||e.isZero())return new a(0)._forceRed(this);var r=t.mul(e),n=r.maskn(this.shift).mul(this.minv).imaskn(this.shift).mul(this.m),i=r.isub(n).iushrn(this.shift),o=i;return i.cmp(this.m)>=0?o=i.isub(this.m):i.cmpn(0)<0&&(o=i.iadd(this.m)),o._forceRed(this)},k.prototype.invm=function(t){return this.imod(t._invmp(this.m).mul(this.r2))._forceRed(this)}}(void 0===e||e,this)},{buffer:2}],34:[function(t,e,r){\"use strict\";e.exports=function(t){var e,r,n,i=t.length,a=0;for(e=0;e<i;++e)a+=t[e].length;var o=new Array(a),s=0;for(e=0;e<i;++e){var l=t[e],c=l.length;for(r=0;r<c;++r){var u=o[s++]=new Array(c-1),f=0;for(n=0;n<c;++n)n!==r&&(u[f++]=l[n]);if(1&r){var h=u[1];u[1]=u[0],u[0]=h}}}return o}},{}],35:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){switch(arguments.length){case 1:return f(t);case 2:return\"function\"==typeof e?c(t,t,e,!0):h(t,e);case 3:return c(t,e,r,!1);default:throw new Error(\"box-intersect: Invalid arguments\")}};var n,i=t(\"typedarray-pool\"),a=t(\"./lib/sweep\"),o=t(\"./lib/intersect\");function s(t,e){for(var r=0;r<t;++r)if(!(e[r]<=e[r+t]))return!0;return!1}function l(t,e,r,n){for(var i=0,a=0,o=0,l=t.length;o<l;++o){var c=t[o];if(!s(e,c)){for(var u=0;u<2*e;++u)r[i++]=c[u];n[a++]=o}}return a}function c(t,e,r,n){var s=t.length,c=e.length;if(!(s<=0||c<=0)){var u=t[0].length>>>1;if(!(u<=0)){var f,h=i.mallocDouble(2*u*s),p=i.mallocInt32(s);if((s=l(t,u,h,p))>0){if(1===u&&n)a.init(s),f=a.sweepComplete(u,r,0,s,h,p,0,s,h,p);else{var d=i.mallocDouble(2*u*c),g=i.mallocInt32(c);(c=l(e,u,d,g))>0&&(a.init(s+c),f=1===u?a.sweepBipartite(u,r,0,s,h,p,0,c,d,g):o(u,r,n,s,h,p,c,d,g),i.free(d),i.free(g))}i.free(h),i.free(p)}return f}}}function u(t,e){n.push([t,e])}function f(t){return n=[],c(t,t,u,!0),n}function h(t,e){return n=[],c(t,e,u,!1),n}},{\"./lib/intersect\":37,\"./lib/sweep\":41,\"typedarray-pool\":308}],36:[function(t,e,r){\"use strict\";function n(t){return t?function(t,e,r,n,i,a,o,s,l,c,u){return i-n>l-s?function(t,e,r,n,i,a,o,s,l,c,u){for(var f=2*t,h=n,p=f*n;h<i;++h,p+=f){var 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e=this._compare,r=this.root,n=[],i=0;r;){var a=e(t,r.key);n.push(r),a<=0&&(i=n.length),r=a<=0?r.left:r.right}return n.length=i,new h(this,n)},l.gt=function(t){for(var e=this._compare,r=this.root,n=[],i=0;r;){var a=e(t,r.key);n.push(r),a<0&&(i=n.length),r=a<0?r.left:r.right}return n.length=i,new h(this,n)},l.lt=function(t){for(var e=this._compare,r=this.root,n=[],i=0;r;){var a=e(t,r.key);n.push(r),a>0&&(i=n.length),r=a<=0?r.left:r.right}return n.length=i,new h(this,n)},l.le=function(t){for(var e=this._compare,r=this.root,n=[],i=0;r;){var a=e(t,r.key);n.push(r),a>=0&&(i=n.length),r=a<0?r.left:r.right}return n.length=i,new h(this,n)},l.find=function(t){for(var e=this._compare,r=this.root,n=[];r;){var i=e(t,r.key);if(n.push(r),0===i)return new h(this,n);r=i<=0?r.left:r.right}return new h(this,[])},l.remove=function(t){var e=this.find(t);return e?e.remove():this},l.get=function(t){for(var e=this._compare,r=this.root;r;){var n=e(t,r.key);if(0===n)return r.value;r=n<=0?r.left:r.right}};var p=h.prototype;function d(t,e){t.key=e.key,t.value=e.value,t.left=e.left,t.right=e.right,t._color=e._color,t._count=e._count}function g(t,e){return t<e?-1:t>e?1:0}Object.defineProperty(p,\"valid\",{get:function(){return this._stack.length>0}}),Object.defineProperty(p,\"node\",{get:function(){return this._stack.length>0?this._stack[this._stack.length-1]:null},enumerable:!0}),p.clone=function(){return new h(this.tree,this._stack.slice())},p.remove=function(){var t=this._stack;if(0===t.length)return this.tree;var e=new Array(t.length),r=t[t.length-1];e[e.length-1]=new n(r._color,r.key,r.value,r.left,r.right,r._count);for(var l=t.length-2;l>=0;--l){(r=t[l]).left===t[l+1]?e[l]=new n(r._color,r.key,r.value,e[l+1],r.right,r._count):e[l]=new n(r._color,r.key,r.value,r.left,e[l+1],r._count)}if((r=e[e.length-1]).left&&r.right){var c=e.length;for(r=r.left;r.right;)e.push(r),r=r.right;var u=e[c-1];e.push(new n(r._color,u.key,u.value,r.left,r.right,r._count)),e[c-1].key=r.key,e[c-1].value=r.value;for(l=e.length-2;l>=c;--l)r=e[l],e[l]=new n(r._color,r.key,r.value,r.left,e[l+1],r._count);e[c-1].left=e[c]}if(0===(r=e[e.length-1])._color){var f=e[e.length-2];f.left===r?f.left=null:f.right===r&&(f.right=null),e.pop();for(l=0;l<e.length;++l)e[l]._count--;return new s(this.tree._compare,e[0])}if(r.left||r.right){r.left?d(r,r.left):r.right&&d(r,r.right),r._color=1;for(l=0;l<e.length-1;++l)e[l]._count--;return new s(this.tree._compare,e[0])}if(1===e.length)return new s(this.tree._compare,null);for(l=0;l<e.length;++l)e[l]._count--;var h=e[e.length-2];return function(t){for(var e,r,n,s,l=t.length-1;l>=0;--l){if(e=t[l],0===l)return void(e._color=1);if((r=t[l-1]).left===e){if((n=r.right).right&&0===n.right._color){if(s=(n=r.right=i(n)).right=i(n.right),r.right=n.left,n.left=r,n.right=s,n._color=r._color,e._color=1,r._color=1,s._color=1,o(r),o(n),l>1)(c=t[l-2]).left===r?c.left=n:c.right=n;return void(t[l-1]=n)}if(n.left&&0===n.left._color){if(s=(n=r.right=i(n)).left=i(n.left),r.right=s.left,n.left=s.right,s.left=r,s.right=n,s._color=r._color,r._color=1,n._color=1,e._color=1,o(r),o(n),o(s),l>1)(c=t[l-2]).left===r?c.left=s:c.right=s;return void(t[l-1]=s)}if(1===n._color){if(0===r._color)return r._color=1,void(r.right=a(0,n));r.right=a(0,n);continue}n=i(n),r.right=n.left,n.left=r,n._color=r._color,r._color=0,o(r),o(n),l>1&&((c=t[l-2]).left===r?c.left=n:c.right=n),t[l-1]=n,t[l]=r,l+1<t.length?t[l+1]=e:t.push(e),l+=2}else{if((n=r.left).left&&0===n.left._color){if(s=(n=r.left=i(n)).left=i(n.left),r.left=n.right,n.right=r,n.left=s,n._color=r._color,e._color=1,r._color=1,s._color=1,o(r),o(n),l>1)(c=t[l-2]).right===r?c.right=n:c.left=n;return void(t[l-1]=n)}if(n.right&&0===n.right._color){if(s=(n=r.left=i(n)).right=i(n.right),r.left=s.right,n.right=s.left,s.right=r,s.left=n,s._color=r._color,r._color=1,n._color=1,e._color=1,o(r),o(n),o(s),l>1)(c=t[l-2]).right===r?c.right=s:c.left=s;return void(t[l-1]=s)}if(1===n._color){if(0===r._color)return r._color=1,void(r.left=a(0,n));r.left=a(0,n);continue}var c;n=i(n),r.left=n.right,n.right=r,n._color=r._color,r._color=0,o(r),o(n),l>1&&((c=t[l-2]).right===r?c.right=n:c.left=n),t[l-1]=n,t[l]=r,l+1<t.length?t[l+1]=e:t.push(e),l+=2}}}(e),h.left===r?h.left=null:h.right=null,new s(this.tree._compare,e[0])},Object.defineProperty(p,\"key\",{get:function(){if(this._stack.length>0)return this._stack[this._stack.length-1].key},enumerable:!0}),Object.defineProperty(p,\"value\",{get:function(){if(this._stack.length>0)return this._stack[this._stack.length-1].value},enumerable:!0}),Object.defineProperty(p,\"index\",{get:function(){var t=0,e=this._stack;if(0===e.length){var r=this.tree.root;return r?r._count:0}e[e.length-1].left&&(t=e[e.length-1].left._count);for(var n=e.length-2;n>=0;--n)e[n+1]===e[n].right&&(++t,e[n].left&&(t+=e[n].left._count));return t},enumerable:!0}),p.next=function(){var t=this._stack;if(0!==t.length){var e=t[t.length-1];if(e.right)for(e=e.right;e;)t.push(e),e=e.left;else for(t.pop();t.length>0&&t[t.length-1].right===e;)e=t[t.length-1],t.pop()}},Object.defineProperty(p,\"hasNext\",{get:function(){var t=this._stack;if(0===t.length)return!1;if(t[t.length-1].right)return!0;for(var e=t.length-1;e>0;--e)if(t[e-1].left===t[e])return!0;return!1}}),p.update=function(t){var e=this._stack;if(0===e.length)throw new Error(\"Can't update empty node!\");var r=new Array(e.length),i=e[e.length-1];r[r.length-1]=new n(i._color,i.key,t,i.left,i.right,i._count);for(var a=e.length-2;a>=0;--a)(i=e[a]).left===e[a+1]?r[a]=new n(i._color,i.key,i.value,r[a+1],i.right,i._count):r[a]=new n(i._color,i.key,i.value,i.left,r[a+1],i._count);return new s(this.tree._compare,r[0])},p.prev=function(){var t=this._stack;if(0!==t.length){var e=t[t.length-1];if(e.left)for(e=e.left;e;)t.push(e),e=e.right;else for(t.pop();t.length>0&&t[t.length-1].left===e;)e=t[t.length-1],t.pop()}},Object.defineProperty(p,\"hasPrev\",{get:function(){var t=this._stack;if(0===t.length)return!1;if(t[t.length-1].left)return!0;for(var e=t.length-1;e>0;--e)if(t[e-1].right===t[e])return!0;return!1}})},{}],70:[function(t,e,r){\"use strict\";e.exports=function(t,e){var r=new u(t);return r.update(e),r};var n=t(\"./lib/text.js\"),i=t(\"./lib/lines.js\"),a=t(\"./lib/background.js\"),o=t(\"./lib/cube.js\"),s=t(\"./lib/ticks.js\"),l=new Float32Array([1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1]);function c(t,e){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t}function u(t){this.gl=t,this.pixelRatio=1,this.bounds=[[-10,-10,-10],[10,10,10]],this.ticks=[[],[],[]],this.autoTicks=!0,this.tickSpacing=[1,1,1],this.tickEnable=[!0,!0,!0],this.tickFont=[\"sans-serif\",\"sans-serif\",\"sans-serif\"],this.tickSize=[12,12,12],this.tickAngle=[0,0,0],this.tickAlign=[\"auto\",\"auto\",\"auto\"],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickPad=[10,10,10],this.lastCubeProps={cubeEdges:[0,0,0],axis:[0,0,0]},this.labels=[\"x\",\"y\",\"z\"],this.labelEnable=[!0,!0,!0],this.labelFont=\"sans-serif\",this.labelSize=[20,20,20],this.labelAngle=[0,0,0],this.labelAlign=[\"auto\",\"auto\",\"auto\"],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labelPad=[10,10,10],this.lineEnable=[!0,!0,!0],this.lineMirror=[!1,!1,!1],this.lineWidth=[1,1,1],this.lineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.lineTickEnable=[!0,!0,!0],this.lineTickMirror=[!1,!1,!1],this.lineTickLength=[0,0,0],this.lineTickWidth=[1,1,1],this.lineTickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.gridEnable=[!0,!0,!0],this.gridWidth=[1,1,1],this.gridColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroEnable=[!0,!0,!0],this.zeroLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroLineWidth=[2,2,2],this.backgroundEnable=[!1,!1,!1],this.backgroundColor=[[.8,.8,.8,.5],[.8,.8,.8,.5],[.8,.8,.8,.5]],this._firstInit=!0,this._text=null,this._lines=null,this._background=a(t)}var f=u.prototype;function h(){this.primalOffset=[0,0,0],this.primalMinor=[0,0,0],this.mirrorOffset=[0,0,0],this.mirrorMinor=[0,0,0]}f.update=function(t){function e(e,r,n){if(n in t){var i,a=t[n],o=this[n];(e?Array.isArray(a)&&Array.isArray(a[0]):Array.isArray(a))?this[n]=i=[r(a[0]),r(a[1]),r(a[2])]:this[n]=i=[r(a),r(a),r(a)];for(var s=0;s<3;++s)if(i[s]!==o[s])return!0}return!1}t=t||{};var r,a=e.bind(this,!1,Number),o=e.bind(this,!1,Boolean),l=e.bind(this,!1,String),c=e.bind(this,!0,(function(t){if(Array.isArray(t)){if(3===t.length)return[+t[0],+t[1],+t[2],1];if(4===t.length)return[+t[0],+t[1],+t[2],+t[3]]}return[0,0,0,1]})),u=!1,f=!1;if(\"bounds\"in t)for(var h=t.bounds,p=0;p<2;++p)for(var d=0;d<3;++d)h[p][d]!==this.bounds[p][d]&&(f=!0),this.bounds[p][d]=h[p][d];if(\"ticks\"in t){r=t.ticks,u=!0,this.autoTicks=!1;for(p=0;p<3;++p)this.tickSpacing[p]=0}else a(\"tickSpacing\")&&(this.autoTicks=!0,f=!0);if(this._firstInit&&(\"ticks\"in t||\"tickSpacing\"in t||(this.autoTicks=!0),f=!0,u=!0,this._firstInit=!1),f&&this.autoTicks&&(r=s.create(this.bounds,this.tickSpacing),u=!0),u){for(p=0;p<3;++p)r[p].sort((function(t,e){return t.x-e.x}));s.equal(r,this.ticks)?u=!1:this.ticks=r}o(\"tickEnable\"),l(\"tickFont\")&&(u=!0),a(\"tickSize\"),a(\"tickAngle\"),a(\"tickPad\"),c(\"tickColor\");var g=l(\"labels\");l(\"labelFont\")&&(g=!0),o(\"labelEnable\"),a(\"labelSize\"),a(\"labelPad\"),c(\"labelColor\"),o(\"lineEnable\"),o(\"lineMirror\"),a(\"lineWidth\"),c(\"lineColor\"),o(\"lineTickEnable\"),o(\"lineTickMirror\"),a(\"lineTickLength\"),a(\"lineTickWidth\"),c(\"lineTickColor\"),o(\"gridEnable\"),a(\"gridWidth\"),c(\"gridColor\"),o(\"zeroEnable\"),c(\"zeroLineColor\"),a(\"zeroLineWidth\"),o(\"backgroundEnable\"),c(\"backgroundColor\"),this._text?this._text&&(g||u)&&this._text.update(this.bounds,this.labels,this.labelFont,this.ticks,this.tickFont):this._text=n(this.gl,this.bounds,this.labels,this.labelFont,this.ticks,this.tickFont),this._lines&&u&&(this._lines.dispose(),this._lines=null),this._lines||(this._lines=i(this.gl,this.bounds,this.ticks))};var p=[new h,new h,new h];function d(t,e,r,n,i){for(var a=t.primalOffset,o=t.primalMinor,s=t.mirrorOffset,l=t.mirrorMinor,c=n[e],u=0;u<3;++u)if(e!==u){var f=a,h=s,p=o,d=l;c&1<<u&&(f=s,h=a,p=l,d=o),f[u]=r[0][u],h[u]=r[1][u],i[u]>0?(p[u]=-1,d[u]=0):(p[u]=0,d[u]=1)}}var g=[0,0,0],m={model:l,view:l,projection:l,_ortho:!1};f.isOpaque=function(){return!0},f.isTransparent=function(){return!1},f.drawTransparent=function(t){};var v=[0,0,0],y=[0,0,0],x=[0,0,0];f.draw=function(t){t=t||m;for(var e=this.gl,r=t.model||l,n=t.view||l,i=t.projection||l,a=this.bounds,s=t._ortho||!1,u=o(r,n,i,a,s),f=u.cubeEdges,h=u.axis,b=n[12],_=n[13],w=n[14],T=n[15],k=(s?2:1)*this.pixelRatio*(i[3]*b+i[7]*_+i[11]*w+i[15]*T)/e.drawingBufferHeight,A=0;A<3;++A)this.lastCubeProps.cubeEdges[A]=f[A],this.lastCubeProps.axis[A]=h[A];var M=p;for(A=0;A<3;++A)d(p[A],A,this.bounds,f,h);e=this.gl;var S,E=g;for(A=0;A<3;++A)this.backgroundEnable[A]?E[A]=h[A]:E[A]=0;this._background.draw(r,n,i,a,E,this.backgroundColor),this._lines.bind(r,n,i,this);for(A=0;A<3;++A){var L=[0,0,0];h[A]>0?L[A]=a[1][A]:L[A]=a[0][A];for(var C=0;C<2;++C){var P=(A+1+C)%3,I=(A+1+(1^C))%3;this.gridEnable[P]&&this._lines.drawGrid(P,I,this.bounds,L,this.gridColor[P],this.gridWidth[P]*this.pixelRatio)}for(C=0;C<2;++C){P=(A+1+C)%3,I=(A+1+(1^C))%3;this.zeroEnable[I]&&Math.min(a[0][I],a[1][I])<=0&&Math.max(a[0][I],a[1][I])>=0&&this._lines.drawZero(P,I,this.bounds,L,this.zeroLineColor[I],this.zeroLineWidth[I]*this.pixelRatio)}}for(A=0;A<3;++A){this.lineEnable[A]&&this._lines.drawAxisLine(A,this.bounds,M[A].primalOffset,this.lineColor[A],this.lineWidth[A]*this.pixelRatio),this.lineMirror[A]&&this._lines.drawAxisLine(A,this.bounds,M[A].mirrorOffset,this.lineColor[A],this.lineWidth[A]*this.pixelRatio);var O=c(v,M[A].primalMinor),z=c(y,M[A].mirrorMinor),D=this.lineTickLength;for(C=0;C<3;++C){var R=k/r[5*C];O[C]*=D[C]*R,z[C]*=D[C]*R}this.lineTickEnable[A]&&this._lines.drawAxisTicks(A,M[A].primalOffset,O,this.lineTickColor[A],this.lineTickWidth[A]*this.pixelRatio),this.lineTickMirror[A]&&this._lines.drawAxisTicks(A,M[A].mirrorOffset,z,this.lineTickColor[A],this.lineTickWidth[A]*this.pixelRatio)}this._lines.unbind(),this._text.bind(r,n,i,this.pixelRatio);var F,B;function N(t){(B=[0,0,0])[t]=1}function j(t,e,r){var n=(t+1)%3,i=(t+2)%3,a=e[n],o=e[i],s=r[n],l=r[i];a>0&&l>0||a>0&&l<0||a<0&&l>0||a<0&&l<0?N(n):(o>0&&s>0||o>0&&s<0||o<0&&s>0||o<0&&s<0)&&N(i)}for(A=0;A<3;++A){var U=M[A].primalMinor,V=M[A].mirrorMinor,H=c(x,M[A].primalOffset);for(C=0;C<3;++C)this.lineTickEnable[A]&&(H[C]+=k*U[C]*Math.max(this.lineTickLength[C],0)/r[5*C]);var q=[0,0,0];if(q[A]=1,this.tickEnable[A]){-3600===this.tickAngle[A]?(this.tickAngle[A]=0,this.tickAlign[A]=\"auto\"):this.tickAlign[A]=-1,F=1,\"auto\"===(S=[this.tickAlign[A],.5,F])[0]?S[0]=0:S[0]=parseInt(\"\"+S[0]),B=[0,0,0],j(A,U,V);for(C=0;C<3;++C)H[C]+=k*U[C]*this.tickPad[C]/r[5*C];this._text.drawTicks(A,this.tickSize[A],this.tickAngle[A],H,this.tickColor[A],q,B,S)}if(this.labelEnable[A]){F=0,B=[0,0,0],this.labels[A].length>4&&(N(A),F=1),\"auto\"===(S=[this.labelAlign[A],.5,F])[0]?S[0]=0:S[0]=parseInt(\"\"+S[0]);for(C=0;C<3;++C)H[C]+=k*U[C]*this.labelPad[C]/r[5*C];H[A]+=.5*(a[0][A]+a[1][A]),this._text.drawLabel(A,this.labelSize[A],this.labelAngle[A],H,this.labelColor[A],[0,0,0],B,S)}}this._text.unbind()},f.dispose=function(){this._text.dispose(),this._lines.dispose(),this._background.dispose(),this._lines=null,this._text=null,this._background=null,this.gl=null}},{\"./lib/background.js\":71,\"./lib/cube.js\":72,\"./lib/lines.js\":73,\"./lib/text.js\":75,\"./lib/ticks.js\":76}],71:[function(t,e,r){\"use strict\";e.exports=function(t){for(var e=[],r=[],s=0,l=0;l<3;++l)for(var c=(l+1)%3,u=(l+2)%3,f=[0,0,0],h=[0,0,0],p=-1;p<=1;p+=2){r.push(s,s+2,s+1,s+1,s+2,s+3),f[l]=p,h[l]=p;for(var d=-1;d<=1;d+=2){f[c]=d;for(var g=-1;g<=1;g+=2)f[u]=g,e.push(f[0],f[1],f[2],h[0],h[1],h[2]),s+=1}var m=c;c=u,u=m}var v=n(t,new Float32Array(e)),y=n(t,new Uint16Array(r),t.ELEMENT_ARRAY_BUFFER),x=i(t,[{buffer:v,type:t.FLOAT,size:3,offset:0,stride:24},{buffer:v,type:t.FLOAT,size:3,offset:12,stride:24}],y),b=a(t);return b.attributes.position.location=0,b.attributes.normal.location=1,new o(t,v,x,b)};var n=t(\"gl-buffer\"),i=t(\"gl-vao\"),a=t(\"./shaders\").bg;function o(t,e,r,n){this.gl=t,this.buffer=e,this.vao=r,this.shader=n}var s=o.prototype;s.draw=function(t,e,r,n,i,a){for(var o=!1,s=0;s<3;++s)o=o||i[s];if(o){var l=this.gl;l.enable(l.POLYGON_OFFSET_FILL),l.polygonOffset(1,2),this.shader.bind(),this.shader.uniforms={model:t,view:e,projection:r,bounds:n,enable:i,colors:a},this.vao.bind(),this.vao.draw(this.gl.TRIANGLES,36),this.vao.unbind(),l.disable(l.POLYGON_OFFSET_FILL)}},s.dispose=function(){this.vao.dispose(),this.buffer.dispose(),this.shader.dispose()}},{\"./shaders\":74,\"gl-buffer\":78,\"gl-vao\":150}],72:[function(t,e,r){\"use strict\";e.exports=function(t,e,r,a,p){i(s,e,t),i(s,r,s);for(var y=0,x=0;x<2;++x){u[2]=a[x][2];for(var b=0;b<2;++b){u[1]=a[b][1];for(var _=0;_<2;++_)u[0]=a[_][0],h(l[y],u,s),y+=1}}var w=-1;for(x=0;x<8;++x){for(var T=l[x][3],k=0;k<3;++k)c[x][k]=l[x][k]/T;p&&(c[x][2]*=-1),T<0&&(w<0||c[x][2]<c[w][2])&&(w=x)}if(w<0){w=0;for(var A=0;A<3;++A){for(var M=(A+2)%3,S=(A+1)%3,E=-1,L=-1,C=0;C<2;++C){var P=(O=C<<A)+(C<<M)+(1-C<<S),I=O+(1-C<<M)+(C<<S);o(c[O],c[P],c[I],f)<0||(C?E=1:L=1)}if(E<0||L<0)L>E&&(w|=1<<A);else{for(C=0;C<2;++C){P=(O=C<<A)+(C<<M)+(1-C<<S),I=O+(1-C<<M)+(C<<S);var O,z=d([l[O],l[P],l[I],l[O+(1<<M)+(1<<S)]]);C?E=z:L=z}L>E&&(w|=1<<A)}}}var D=7^w,R=-1;for(x=0;x<8;++x)x!==w&&x!==D&&(R<0||c[R][1]>c[x][1])&&(R=x);var F=-1;for(x=0;x<3;++x){if((N=R^1<<x)!==w&&N!==D)F<0&&(F=N),(S=c[N])[0]<c[F][0]&&(F=N)}var B=-1;for(x=0;x<3;++x){var N;if((N=R^1<<x)!==w&&N!==D&&N!==F)B<0&&(B=N),(S=c[N])[0]>c[B][0]&&(B=N)}var j=g;j[0]=j[1]=j[2]=0,j[n.log2(F^R)]=R&F,j[n.log2(R^B)]=R&B;var U=7^B;U===w||U===D?(U=7^F,j[n.log2(B^U)]=U&B):j[n.log2(F^U)]=U&F;var V=m,H=w;for(A=0;A<3;++A)V[A]=H&1<<A?-1:1;return v};var n=t(\"bit-twiddle\"),i=t(\"gl-mat4/multiply\"),a=t(\"split-polygon\"),o=t(\"robust-orientation\"),s=new Array(16),l=new Array(8),c=new Array(8),u=new Array(3),f=[0,0,0];function h(t,e,r){for(var n=0;n<4;++n){t[n]=r[12+n];for(var i=0;i<3;++i)t[n]+=e[i]*r[4*i+n]}}!function(){for(var t=0;t<8;++t)l[t]=[1,1,1,1],c[t]=[1,1,1]}();var p=[[0,0,1,0,0],[0,0,-1,1,0],[0,-1,0,1,0],[0,1,0,1,0],[-1,0,0,1,0],[1,0,0,1,0]];function d(t){for(var e=0;e<p.length;++e)if((t=a.positive(t,p[e])).length<3)return 0;var r=t[0],n=r[0]/r[3],i=r[1]/r[3],o=0;for(e=1;e+1<t.length;++e){var s=t[e],l=t[e+1],c=s[0]/s[3]-n,u=s[1]/s[3]-i,f=l[0]/l[3]-n,h=l[1]/l[3]-i;o+=Math.abs(c*h-u*f)}return o}var g=[1,1,1],m=[0,0,0],v={cubeEdges:g,axis:m}},{\"bit-twiddle\":32,\"gl-mat4/multiply\":100,\"robust-orientation\":284,\"split-polygon\":300}],73:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){var o=[],s=[0,0,0],l=[0,0,0],c=[0,0,0],u=[0,0,0];o.push(0,0,1,0,1,1,0,0,-1,0,0,-1,0,1,1,0,1,-1);for(var f=0;f<3;++f){for(var h=o.length/3|0,d=0;d<r[f].length;++d){var g=+r[f][d].x;o.push(g,0,1,g,1,1,g,0,-1,g,0,-1,g,1,1,g,1,-1)}var m=o.length/3|0;s[f]=h,l[f]=m-h;h=o.length/3|0;for(var v=0;v<r[f].length;++v){g=+r[f][v].x;o.push(g,0,1,g,1,1,g,0,-1,g,0,-1,g,1,1,g,1,-1)}m=o.length/3|0;c[f]=h,u[f]=m-h}var y=n(t,new Float32Array(o)),x=i(t,[{buffer:y,type:t.FLOAT,size:3,stride:0,offset:0}]),b=a(t);return b.attributes.position.location=0,new p(t,y,x,b,l,s,u,c)};var n=t(\"gl-buffer\"),i=t(\"gl-vao\"),a=t(\"./shaders\").line,o=[0,0,0],s=[0,0,0],l=[0,0,0],c=[0,0,0],u=[1,1];function f(t){return t[0]=t[1]=t[2]=0,t}function h(t,e){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t}function p(t,e,r,n,i,a,o,s){this.gl=t,this.vertBuffer=e,this.vao=r,this.shader=n,this.tickCount=i,this.tickOffset=a,this.gridCount=o,this.gridOffset=s}var d=p.prototype;d.bind=function(t,e,r){this.shader.bind(),this.shader.uniforms.model=t,this.shader.uniforms.view=e,this.shader.uniforms.projection=r,u[0]=this.gl.drawingBufferWidth,u[1]=this.gl.drawingBufferHeight,this.shader.uniforms.screenShape=u,this.vao.bind()},d.unbind=function(){this.vao.unbind()},d.drawAxisLine=function(t,e,r,n,i){var a=f(s);this.shader.uniforms.majorAxis=s,a[t]=e[1][t]-e[0][t],this.shader.uniforms.minorAxis=a;var o,u=h(c,r);u[t]+=e[0][t],this.shader.uniforms.offset=u,this.shader.uniforms.lineWidth=i,this.shader.uniforms.color=n,(o=f(l))[(t+2)%3]=1,this.shader.uniforms.screenAxis=o,this.vao.draw(this.gl.TRIANGLES,6),(o=f(l))[(t+1)%3]=1,this.shader.uniforms.screenAxis=o,this.vao.draw(this.gl.TRIANGLES,6)},d.drawAxisTicks=function(t,e,r,n,i){if(this.tickCount[t]){var a=f(o);a[t]=1,this.shader.uniforms.majorAxis=a,this.shader.uniforms.offset=e,this.shader.uniforms.minorAxis=r,this.shader.uniforms.color=n,this.shader.uniforms.lineWidth=i;var s=f(l);s[t]=1,this.shader.uniforms.screenAxis=s,this.vao.draw(this.gl.TRIANGLES,this.tickCount[t],this.tickOffset[t])}},d.drawGrid=function(t,e,r,n,i,a){if(this.gridCount[t]){var u=f(s);u[e]=r[1][e]-r[0][e],this.shader.uniforms.minorAxis=u;var p=h(c,n);p[e]+=r[0][e],this.shader.uniforms.offset=p;var d=f(o);d[t]=1,this.shader.uniforms.majorAxis=d;var g=f(l);g[t]=1,this.shader.uniforms.screenAxis=g,this.shader.uniforms.lineWidth=a,this.shader.uniforms.color=i,this.vao.draw(this.gl.TRIANGLES,this.gridCount[t],this.gridOffset[t])}},d.drawZero=function(t,e,r,n,i,a){var o=f(s);this.shader.uniforms.majorAxis=o,o[t]=r[1][t]-r[0][t],this.shader.uniforms.minorAxis=o;var u=h(c,n);u[t]+=r[0][t],this.shader.uniforms.offset=u;var p=f(l);p[e]=1,this.shader.uniforms.screenAxis=p,this.shader.uniforms.lineWidth=a,this.shader.uniforms.color=i,this.vao.draw(this.gl.TRIANGLES,6)},d.dispose=function(){this.vao.dispose(),this.vertBuffer.dispose(),this.shader.dispose()}},{\"./shaders\":74,\"gl-buffer\":78,\"gl-vao\":150}],74:[function(t,e,r){\"use strict\";var n=t(\"glslify\"),i=t(\"gl-shader\"),a=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 offset, majorAxis, minorAxis, screenAxis;\\nuniform float lineWidth;\\nuniform vec2 screenShape;\\n\\nvec3 project(vec3 p) {\\n  vec4 pp = projection * view * model * vec4(p, 1.0);\\n  return pp.xyz / max(pp.w, 0.0001);\\n}\\n\\nvoid main() {\\n  vec3 major = position.x * majorAxis;\\n  vec3 minor = position.y * minorAxis;\\n\\n  vec3 vPosition = major + minor + offset;\\n  vec3 pPosition = project(vPosition);\\n  vec3 offset = project(vPosition + screenAxis * position.z);\\n\\n  vec2 screen = normalize((offset - pPosition).xy * screenShape) / screenShape;\\n\\n  gl_Position = vec4(pPosition + vec3(0.5 * screen * lineWidth, 0), 1.0);\\n}\\n\"]),o=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform vec4 color;\\nvoid main() {\\n  gl_FragColor = color;\\n}\"]);r.line=function(t){return i(t,a,o,null,[{name:\"position\",type:\"vec3\"}])};var s=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 offset, axis, alignDir, alignOpt;\\nuniform float scale, angle, pixelScale;\\nuniform vec2 resolution;\\n\\nvec3 project(vec3 p) {\\n  vec4 pp = projection * view * model * vec4(p, 1.0);\\n  return pp.xyz / max(pp.w, 0.0001);\\n}\\n\\nfloat computeViewAngle(vec3 a, vec3 b) {\\n  vec3 A = project(a);\\n  vec3 B = project(b);\\n\\n  return atan(\\n    (B.y - A.y) * resolution.y,\\n    (B.x - A.x) * resolution.x\\n  );\\n}\\n\\nconst float PI = 3.141592;\\nconst float TWO_PI = 2.0 * PI;\\nconst float HALF_PI = 0.5 * PI;\\nconst float ONE_AND_HALF_PI = 1.5 * PI;\\n\\nint option = int(floor(alignOpt.x + 0.001));\\nfloat hv_ratio =       alignOpt.y;\\nbool enableAlign =    (alignOpt.z != 0.0);\\n\\nfloat mod_angle(float a) {\\n  return mod(a, PI);\\n}\\n\\nfloat positive_angle(float a) {\\n  return mod_angle((a < 0.0) ?\\n    a + TWO_PI :\\n    a\\n  );\\n}\\n\\nfloat look_upwards(float a) {\\n  float b = positive_angle(a);\\n  return ((b > HALF_PI) && (b <= ONE_AND_HALF_PI)) ?\\n    b - PI :\\n    b;\\n}\\n\\nfloat look_horizontal_or_vertical(float a, float ratio) {\\n  // ratio controls the ratio between being horizontal to (vertical + horizontal)\\n  // if ratio is set to 0.5 then it is 50%, 50%.\\n  // when using a higher ratio e.g. 0.75 the result would\\n  // likely be more horizontal than vertical.\\n\\n  float b = positive_angle(a);\\n\\n  return\\n    (b < (      ratio) * HALF_PI) ? 0.0 :\\n    (b < (2.0 - ratio) * HALF_PI) ? -HALF_PI :\\n    (b < (2.0 + ratio) * HALF_PI) ? 0.0 :\\n    (b < (4.0 - ratio) * HALF_PI) ? HALF_PI :\\n                                    0.0;\\n}\\n\\nfloat roundTo(float a, float b) {\\n  return float(b * floor((a + 0.5 * b) / b));\\n}\\n\\nfloat look_round_n_directions(float a, int n) {\\n  float b = positive_angle(a);\\n  float div = TWO_PI / float(n);\\n  float c = roundTo(b, div);\\n  return look_upwards(c);\\n}\\n\\nfloat applyAlignOption(float rawAngle, float delta) {\\n  return\\n    (option >  2) ? look_round_n_directions(rawAngle + delta, option) :       // option 3-n: round to n directions\\n    (option == 2) ? look_horizontal_or_vertical(rawAngle + delta, hv_ratio) : // horizontal or vertical\\n    (option == 1) ? rawAngle + delta :       // use free angle, and flip to align with one direction of the axis\\n    (option == 0) ? look_upwards(rawAngle) : // use free angle, and stay upwards\\n    (option ==-1) ? 0.0 :                    // useful for backward compatibility, all texts remains horizontal\\n                    rawAngle;                // otherwise return back raw input angle\\n}\\n\\nbool isAxisTitle = (axis.x == 0.0) &&\\n                   (axis.y == 0.0) &&\\n                   (axis.z == 0.0);\\n\\nvoid main() {\\n  //Compute world offset\\n  float axisDistance = position.z;\\n  vec3 dataPosition = axisDistance * axis + offset;\\n\\n  float beta = angle; // i.e. user defined attributes for each tick\\n\\n  float axisAngle;\\n  float clipAngle;\\n  float flip;\\n\\n  if (enableAlign) {\\n    axisAngle = (isAxisTitle) ? HALF_PI :\\n                      computeViewAngle(dataPosition, dataPosition + axis);\\n    clipAngle = computeViewAngle(dataPosition, dataPosition + alignDir);\\n\\n    axisAngle += (sin(axisAngle) < 0.0) ? PI : 0.0;\\n    clipAngle += (sin(clipAngle) < 0.0) ? PI : 0.0;\\n\\n    flip = (dot(vec2(cos(axisAngle), sin(axisAngle)),\\n                vec2(sin(clipAngle),-cos(clipAngle))) > 0.0) ? 1.0 : 0.0;\\n\\n    beta += applyAlignOption(clipAngle, flip * PI);\\n  }\\n\\n  //Compute plane offset\\n  vec2 planeCoord = position.xy * pixelScale;\\n\\n  mat2 planeXform = scale * mat2(\\n     cos(beta), sin(beta),\\n    -sin(beta), cos(beta)\\n  );\\n\\n  vec2 viewOffset = 2.0 * planeXform * planeCoord / resolution;\\n\\n  //Compute clip position\\n  vec3 clipPosition = project(dataPosition);\\n\\n  //Apply text offset in clip coordinates\\n  clipPosition += vec3(viewOffset, 0.0);\\n\\n  //Done\\n  gl_Position = vec4(clipPosition, 1.0);\\n}\"]),l=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform vec4 color;\\nvoid main() {\\n  gl_FragColor = color;\\n}\"]);r.text=function(t){return i(t,s,l,null,[{name:\"position\",type:\"vec3\"}])};var c=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\nattribute vec3 normal;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 enable;\\nuniform vec3 bounds[2];\\n\\nvarying vec3 colorChannel;\\n\\nvoid main() {\\n\\n  vec3 signAxis = sign(bounds[1] - bounds[0]);\\n\\n  vec3 realNormal = signAxis * normal;\\n\\n  if(dot(realNormal, enable) > 0.0) {\\n    vec3 minRange = min(bounds[0], bounds[1]);\\n    vec3 maxRange = max(bounds[0], bounds[1]);\\n    vec3 nPosition = mix(minRange, maxRange, 0.5 * (position + 1.0));\\n    gl_Position = projection * view * model * vec4(nPosition, 1.0);\\n  } else {\\n    gl_Position = vec4(0,0,0,0);\\n  }\\n\\n  colorChannel = abs(realNormal);\\n}\"]),u=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform vec4 colors[3];\\n\\nvarying vec3 colorChannel;\\n\\nvoid main() {\\n  gl_FragColor = colorChannel.x * colors[0] +\\n                 colorChannel.y * colors[1] +\\n                 colorChannel.z * colors[2];\\n}\"]);r.bg=function(t){return i(t,c,u,null,[{name:\"position\",type:\"vec3\"},{name:\"normal\",type:\"vec3\"}])}},{\"gl-shader\":132,glslify:231}],75:[function(t,e,r){(function(r){(function(){\"use strict\";e.exports=function(t,e,r,a,s,l){var u=n(t),f=i(t,[{buffer:u,size:3}]),h=o(t);h.attributes.position.location=0;var p=new c(t,h,u,f);return p.update(e,r,a,s,l),p};var n=t(\"gl-buffer\"),i=t(\"gl-vao\"),a=t(\"vectorize-text\"),o=t(\"./shaders\").text,s=window||r.global||{},l=s.__TEXT_CACHE||{};s.__TEXT_CACHE={};function c(t,e,r,n){this.gl=t,this.shader=e,this.buffer=r,this.vao=n,this.tickOffset=this.tickCount=this.labelOffset=this.labelCount=null}var u=c.prototype,f=[0,0];u.bind=function(t,e,r,n){this.vao.bind(),this.shader.bind();var i=this.shader.uniforms;i.model=t,i.view=e,i.projection=r,i.pixelScale=n,f[0]=this.gl.drawingBufferWidth,f[1]=this.gl.drawingBufferHeight,this.shader.uniforms.resolution=f},u.unbind=function(){this.vao.unbind()},u.update=function(t,e,r,n,i){var o=[];function s(t,e,r,n,i,s){var c=l[r];c||(c=l[r]={});var u=c[e];u||(u=c[e]=function(t,e){try{return a(t,e)}catch(e){return console.warn('error vectorizing text:\"'+t+'\" error:',e),{cells:[],positions:[]}}}(e,{triangles:!0,font:r,textAlign:\"center\",textBaseline:\"middle\",lineSpacing:i,styletags:s}));for(var f=(n||12)/12,h=u.positions,p=u.cells,d=0,g=p.length;d<g;++d)for(var m=p[d],v=2;v>=0;--v){var y=h[m[v]];o.push(f*y[0],-f*y[1],t)}}for(var c=[0,0,0],u=[0,0,0],f=[0,0,0],h=[0,0,0],p={breaklines:!0,bolds:!0,italics:!0,subscripts:!0,superscripts:!0},d=0;d<3;++d){f[d]=o.length/3|0,s(.5*(t[0][d]+t[1][d]),e[d],r[d],12,1.25,p),h[d]=(o.length/3|0)-f[d],c[d]=o.length/3|0;for(var g=0;g<n[d].length;++g)n[d][g].text&&s(n[d][g].x,n[d][g].text,n[d][g].font||i,n[d][g].fontSize||12,1.25,p);u[d]=(o.length/3|0)-c[d]}this.buffer.update(o),this.tickOffset=c,this.tickCount=u,this.labelOffset=f,this.labelCount=h},u.drawTicks=function(t,e,r,n,i,a,o,s){this.tickCount[t]&&(this.shader.uniforms.axis=a,this.shader.uniforms.color=i,this.shader.uniforms.angle=r,this.shader.uniforms.scale=e,this.shader.uniforms.offset=n,this.shader.uniforms.alignDir=o,this.shader.uniforms.alignOpt=s,this.vao.draw(this.gl.TRIANGLES,this.tickCount[t],this.tickOffset[t]))},u.drawLabel=function(t,e,r,n,i,a,o,s){this.labelCount[t]&&(this.shader.uniforms.axis=a,this.shader.uniforms.color=i,this.shader.uniforms.angle=r,this.shader.uniforms.scale=e,this.shader.uniforms.offset=n,this.shader.uniforms.alignDir=o,this.shader.uniforms.alignOpt=s,this.vao.draw(this.gl.TRIANGLES,this.labelCount[t],this.labelOffset[t]))},u.dispose=function(){this.shader.dispose(),this.vao.dispose(),this.buffer.dispose()}}).call(this)}).call(this,t(\"_process\"))},{\"./shaders\":74,_process:5,\"gl-buffer\":78,\"gl-vao\":150,\"vectorize-text\":311}],76:[function(t,e,r){\"use strict\";function n(t,e){var r=t+\"\",n=r.indexOf(\".\"),i=0;n>=0&&(i=r.length-n-1);var a=Math.pow(10,i),o=Math.round(t*e*a),s=o+\"\";if(s.indexOf(\"e\")>=0)return s;var l=o/a,c=o%a;o<0?(l=0|-Math.ceil(l),c=0|-c):(l=0|Math.floor(l),c|=0);var u=\"\"+l;if(o<0&&(u=\"-\"+u),i){for(var f=\"\"+c;f.length<i;)f=\"0\"+f;return u+\".\"+f}return u}r.create=function(t,e){for(var r=[],i=0;i<3;++i){for(var a=[],o=(t[0][i],t[1][i],0);o*e[i]<=t[1][i];++o)a.push({x:o*e[i],text:n(e[i],o)});for(o=-1;o*e[i]>=t[0][i];--o)a.push({x:o*e[i],text:n(e[i],o)});r.push(a)}return r},r.equal=function(t,e){for(var r=0;r<3;++r){if(t[r].length!==e[r].length)return!1;for(var n=0;n<t[r].length;++n){var i=t[r][n],a=e[r][n];if(i.x!==a.x||i.text!==a.text||i.font!==a.font||i.fontColor!==a.fontColor||i.fontSize!==a.fontSize||i.dx!==a.dx||i.dy!==a.dy)return!1}}return!0}},{}],77:[function(t,e,r){\"use strict\";e.exports=function(t,e,r,l,f){var h=e.model||c,p=e.view||c,v=e.projection||c,y=e._ortho||!1,x=t.bounds,b=(f=f||a(h,p,v,x,y)).axis;o(u,p,h),o(u,v,u);for(var _=g,w=0;w<3;++w)_[w].lo=1/0,_[w].hi=-1/0,_[w].pixelsPerDataUnit=1/0;var T=n(s(u,u));s(u,u);for(var k=0;k<3;++k){var A=(k+1)%3,M=(k+2)%3,S=m;t:for(w=0;w<2;++w){var E=[];if(b[k]<0!=!!w){S[k]=x[w][k];for(var L=0;L<2;++L){S[A]=x[L^w][A];for(var C=0;C<2;++C)S[M]=x[C^L^w][M],E.push(S.slice())}var P=y?5:4;for(L=P;L===P;++L){if(0===E.length)continue t;E=i.positive(E,T[L])}for(L=0;L<E.length;++L){M=E[L];var I=d(m,u,M,r,l);for(C=0;C<3;++C)_[C].lo=Math.min(_[C].lo,M[C]),_[C].hi=Math.max(_[C].hi,M[C]),C!==k&&(_[C].pixelsPerDataUnit=Math.min(_[C].pixelsPerDataUnit,Math.abs(I[C])))}}}}return _};var n=t(\"extract-frustum-planes\"),i=t(\"split-polygon\"),a=t(\"./lib/cube.js\"),o=t(\"gl-mat4/multiply\"),s=t(\"gl-mat4/transpose\"),l=t(\"gl-vec4/transformMat4\"),c=new Float32Array([1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1]),u=new Float32Array(16);function f(t,e,r){this.lo=t,this.hi=e,this.pixelsPerDataUnit=r}var h=[0,0,0,1],p=[0,0,0,1];function d(t,e,r,n,i){for(var a=0;a<3;++a){for(var o=h,s=p,c=0;c<3;++c)s[c]=o[c]=r[c];s[3]=o[3]=1,s[a]+=1,l(s,s,e),s[3]<0&&(t[a]=1/0),o[a]-=1,l(o,o,e),o[3]<0&&(t[a]=1/0);var u=(o[0]/o[3]-s[0]/s[3])*n,f=(o[1]/o[3]-s[1]/s[3])*i;t[a]=.25*Math.sqrt(u*u+f*f)}return t}var g=[new f(1/0,-1/0,1/0),new f(1/0,-1/0,1/0),new f(1/0,-1/0,1/0)],m=[0,0,0]},{\"./lib/cube.js\":72,\"extract-frustum-planes\":67,\"gl-mat4/multiply\":100,\"gl-mat4/transpose\":109,\"gl-vec4/transformMat4\":221,\"split-polygon\":300}],78:[function(t,e,r){\"use strict\";var n=t(\"typedarray-pool\"),i=t(\"ndarray-ops\"),a=t(\"ndarray\"),o=[\"uint8\",\"uint8_clamped\",\"uint16\",\"uint32\",\"int8\",\"int16\",\"int32\",\"float32\"];function s(t,e,r,n,i){this.gl=t,this.type=e,this.handle=r,this.length=n,this.usage=i}var l=s.prototype;function c(t,e,r,n,i,a){var o=i.length*i.BYTES_PER_ELEMENT;if(a<0)return t.bufferData(e,i,n),o;if(o+a>r)throw new Error(\"gl-buffer: If resizing buffer, must not specify offset\");return t.bufferSubData(e,a,i),r}function u(t,e){for(var r=n.malloc(t.length,e),i=t.length,a=0;a<i;++a)r[a]=t[a];return r}l.bind=function(){this.gl.bindBuffer(this.type,this.handle)},l.unbind=function(){this.gl.bindBuffer(this.type,null)},l.dispose=function(){this.gl.deleteBuffer(this.handle)},l.update=function(t,e){if(\"number\"!=typeof e&&(e=-1),this.bind(),\"object\"==typeof t&&void 0!==t.shape){var r=t.dtype;if(o.indexOf(r)<0&&(r=\"float32\"),this.type===this.gl.ELEMENT_ARRAY_BUFFER)r=gl.getExtension(\"OES_element_index_uint\")&&\"uint16\"!==r?\"uint32\":\"uint16\";if(r===t.dtype&&function(t,e){for(var r=1,n=e.length-1;n>=0;--n){if(e[n]!==r)return!1;r*=t[n]}return!0}(t.shape,t.stride))0===t.offset&&t.data.length===t.shape[0]?this.length=c(this.gl,this.type,this.length,this.usage,t.data,e):this.length=c(this.gl,this.type,this.length,this.usage,t.data.subarray(t.offset,t.shape[0]),e);else{var s=n.malloc(t.size,r),l=a(s,t.shape);i.assign(l,t),this.length=c(this.gl,this.type,this.length,this.usage,e<0?s:s.subarray(0,t.size),e),n.free(s)}}else if(Array.isArray(t)){var f;f=this.type===this.gl.ELEMENT_ARRAY_BUFFER?u(t,\"uint16\"):u(t,\"float32\"),this.length=c(this.gl,this.type,this.length,this.usage,e<0?f:f.subarray(0,t.length),e),n.free(f)}else if(\"object\"==typeof t&&\"number\"==typeof t.length)this.length=c(this.gl,this.type,this.length,this.usage,t,e);else{if(\"number\"!=typeof t&&void 0!==t)throw new Error(\"gl-buffer: Invalid data type\");if(e>=0)throw new Error(\"gl-buffer: Cannot specify offset when resizing buffer\");(t|=0)<=0&&(t=1),this.gl.bufferData(this.type,0|t,this.usage),this.length=t}},e.exports=function(t,e,r,n){if(r=r||t.ARRAY_BUFFER,n=n||t.DYNAMIC_DRAW,r!==t.ARRAY_BUFFER&&r!==t.ELEMENT_ARRAY_BUFFER)throw new Error(\"gl-buffer: Invalid type for webgl buffer, must be either gl.ARRAY_BUFFER or gl.ELEMENT_ARRAY_BUFFER\");if(n!==t.DYNAMIC_DRAW&&n!==t.STATIC_DRAW&&n!==t.STREAM_DRAW)throw new Error(\"gl-buffer: Invalid usage for buffer, must be either gl.DYNAMIC_DRAW, gl.STATIC_DRAW or gl.STREAM_DRAW\");var i=t.createBuffer(),a=new s(t,r,i,0,n);return a.update(e),a}},{ndarray:259,\"ndarray-ops\":254,\"typedarray-pool\":308}],79:[function(t,e,r){\"use strict\";var n=t(\"gl-vec3\");e.exports=function(t,e){var r=t.positions,i=t.vectors,a={positions:[],vertexIntensity:[],vertexIntensityBounds:t.vertexIntensityBounds,vectors:[],cells:[],coneOffset:t.coneOffset,colormap:t.colormap};if(0===t.positions.length)return e&&(e[0]=[0,0,0],e[1]=[0,0,0]),a;for(var o=0,s=1/0,l=-1/0,c=1/0,u=-1/0,f=1/0,h=-1/0,p=null,d=null,g=[],m=1/0,v=!1,y=0;y<r.length;y++){var x=r[y];s=Math.min(x[0],s),l=Math.max(x[0],l),c=Math.min(x[1],c),u=Math.max(x[1],u),f=Math.min(x[2],f),h=Math.max(x[2],h);var b=i[y];if(n.length(b)>o&&(o=n.length(b)),y){var _=2*n.distance(p,x)/(n.length(d)+n.length(b));_?(m=Math.min(m,_),v=!1):v=!0}v||(p=x,d=b),g.push(b)}var w=[s,c,f],T=[l,u,h];e&&(e[0]=w,e[1]=T),0===o&&(o=1);var k=1/o;isFinite(m)||(m=1),a.vectorScale=m;var A=t.coneSize||.5;t.absoluteConeSize&&(A=t.absoluteConeSize*k),a.coneScale=A;y=0;for(var M=0;y<r.length;y++)for(var S=(x=r[y])[0],E=x[1],L=x[2],C=g[y],P=n.length(C)*k,I=0;I<8;I++){a.positions.push([S,E,L,M++]),a.positions.push([S,E,L,M++]),a.positions.push([S,E,L,M++]),a.positions.push([S,E,L,M++]),a.positions.push([S,E,L,M++]),a.positions.push([S,E,L,M++]),a.vectors.push(C),a.vectors.push(C),a.vectors.push(C),a.vectors.push(C),a.vectors.push(C),a.vectors.push(C),a.vertexIntensity.push(P,P,P),a.vertexIntensity.push(P,P,P);var O=a.positions.length;a.cells.push([O-6,O-5,O-4],[O-3,O-2,O-1])}return a};var i=t(\"./lib/shaders\");e.exports.createMesh=t(\"./create_mesh\"),e.exports.createConeMesh=function(t,r){return e.exports.createMesh(t,r,{shaders:i,traceType:\"cone\"})}},{\"./create_mesh\":80,\"./lib/shaders\":81,\"gl-vec3\":169}],80:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=t(\"gl-buffer\"),a=t(\"gl-vao\"),o=t(\"gl-texture2d\"),s=t(\"gl-mat4/multiply\"),l=t(\"gl-mat4/invert\"),c=t(\"ndarray\"),u=t(\"colormap\"),f=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1];function h(t,e,r,n,i,a,o,s,l,c,u){this.gl=t,this.pixelRatio=1,this.cells=[],this.positions=[],this.intensity=[],this.texture=e,this.dirty=!0,this.triShader=r,this.pickShader=n,this.trianglePositions=i,this.triangleVectors=a,this.triangleColors=s,this.triangleUVs=l,this.triangleIds=o,this.triangleVAO=c,this.triangleCount=0,this.pickId=1,this.bounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],this.clipBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.lightPosition=[1e5,1e5,0],this.ambientLight=.8,this.diffuseLight=.8,this.specularLight=2,this.roughness=.5,this.fresnel=1.5,this.opacity=1,this.traceType=u,this.tubeScale=1,this.coneScale=2,this.vectorScale=1,this.coneOffset=.25,this._model=f,this._view=f,this._projection=f,this._resolution=[1,1]}var p=h.prototype;function d(t,e){var r=n(t,e.meshShader.vertex,e.meshShader.fragment,null,e.meshShader.attributes);return r.attributes.position.location=0,r.attributes.color.location=2,r.attributes.uv.location=3,r.attributes.vector.location=4,r}function g(t,e){var r=n(t,e.pickShader.vertex,e.pickShader.fragment,null,e.pickShader.attributes);return r.attributes.position.location=0,r.attributes.id.location=1,r.attributes.vector.location=4,r}p.isOpaque=function(){return this.opacity>=1},p.isTransparent=function(){return this.opacity<1},p.pickSlots=1,p.setPickBase=function(t){this.pickId=t},p.update=function(t){t=t||{};var e=this.gl;this.dirty=!0,\"lightPosition\"in t&&(this.lightPosition=t.lightPosition),\"opacity\"in t&&(this.opacity=t.opacity),\"ambient\"in t&&(this.ambientLight=t.ambient),\"diffuse\"in t&&(this.diffuseLight=t.diffuse),\"specular\"in t&&(this.specularLight=t.specular),\"roughness\"in t&&(this.roughness=t.roughness),\"fresnel\"in t&&(this.fresnel=t.fresnel),void 0!==t.tubeScale&&(this.tubeScale=t.tubeScale),void 0!==t.vectorScale&&(this.vectorScale=t.vectorScale),void 0!==t.coneScale&&(this.coneScale=t.coneScale),void 0!==t.coneOffset&&(this.coneOffset=t.coneOffset),t.colormap&&(this.texture.shape=[256,256],this.texture.minFilter=e.LINEAR_MIPMAP_LINEAR,this.texture.magFilter=e.LINEAR,this.texture.setPixels(function(t){for(var e=u({colormap:t,nshades:256,format:\"rgba\"}),r=new Uint8Array(1024),n=0;n<256;++n){for(var i=e[n],a=0;a<3;++a)r[4*n+a]=i[a];r[4*n+3]=255*i[3]}return c(r,[256,256,4],[4,0,1])}(t.colormap)),this.texture.generateMipmap());var r=t.cells,n=t.positions,i=t.vectors;if(n&&r&&i){var a=[],o=[],s=[],l=[],f=[];this.cells=r,this.positions=n,this.vectors=i;var h=t.meshColor||[1,1,1,1],p=t.vertexIntensity,d=1/0,g=-1/0;if(p)if(t.vertexIntensityBounds)d=+t.vertexIntensityBounds[0],g=+t.vertexIntensityBounds[1];else for(var m=0;m<p.length;++m){var v=p[m];d=Math.min(d,v),g=Math.max(g,v)}else for(m=0;m<n.length;++m){v=n[m][2];d=Math.min(d,v),g=Math.max(g,v)}this.intensity=p||function(t){for(var e=t.length,r=new Array(e),n=0;n<e;++n)r[n]=t[n][2];return r}(n),this.bounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]];for(m=0;m<n.length;++m)for(var y=n[m],x=0;x<3;++x)!isNaN(y[x])&&isFinite(y[x])&&(this.bounds[0][x]=Math.min(this.bounds[0][x],y[x]),this.bounds[1][x]=Math.max(this.bounds[1][x],y[x]));var b=0;t:for(m=0;m<r.length;++m){var _=r[m];switch(_.length){case 3:for(x=0;x<3;++x){y=n[T=_[x]];for(var w=0;w<3;++w)if(isNaN(y[w])||!isFinite(y[w]))continue t}for(x=0;x<3;++x){var T;y=n[T=_[2-x]];a.push(y[0],y[1],y[2],y[3]);var k=i[T];o.push(k[0],k[1],k[2],k[3]||0);var A,M=h;3===M.length?s.push(M[0],M[1],M[2],1):s.push(M[0],M[1],M[2],M[3]),A=p?[(p[T]-d)/(g-d),0]:[(y[2]-d)/(g-d),0],l.push(A[0],A[1]),f.push(m)}b+=1}}this.triangleCount=b,this.trianglePositions.update(a),this.triangleVectors.update(o),this.triangleColors.update(s),this.triangleUVs.update(l),this.triangleIds.update(new Uint32Array(f))}},p.drawTransparent=p.draw=function(t){t=t||{};for(var e=this.gl,r=t.model||f,n=t.view||f,i=t.projection||f,a=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],o=0;o<3;++o)a[0][o]=Math.max(a[0][o],this.clipBounds[0][o]),a[1][o]=Math.min(a[1][o],this.clipBounds[1][o]);var c={model:r,view:n,projection:i,inverseModel:f.slice(),clipBounds:a,kambient:this.ambientLight,kdiffuse:this.diffuseLight,kspecular:this.specularLight,roughness:this.roughness,fresnel:this.fresnel,eyePosition:[0,0,0],lightPosition:[0,0,0],opacity:this.opacity,tubeScale:this.tubeScale,vectorScale:this.vectorScale,coneScale:this.coneScale,coneOffset:this.coneOffset,texture:0};c.inverseModel=l(c.inverseModel,c.model),e.disable(e.CULL_FACE),this.texture.bind(0);var u=new Array(16);s(u,c.view,c.model),s(u,c.projection,u),l(u,u);for(o=0;o<3;++o)c.eyePosition[o]=u[12+o]/u[15];var h=u[15];for(o=0;o<3;++o)h+=this.lightPosition[o]*u[4*o+3];for(o=0;o<3;++o){for(var p=u[12+o],d=0;d<3;++d)p+=u[4*d+o]*this.lightPosition[d];c.lightPosition[o]=p/h}if(this.triangleCount>0){var g=this.triShader;g.bind(),g.uniforms=c,this.triangleVAO.bind(),e.drawArrays(e.TRIANGLES,0,3*this.triangleCount),this.triangleVAO.unbind()}},p.drawPick=function(t){t=t||{};for(var e=this.gl,r=t.model||f,n=t.view||f,i=t.projection||f,a=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],o=0;o<3;++o)a[0][o]=Math.max(a[0][o],this.clipBounds[0][o]),a[1][o]=Math.min(a[1][o],this.clipBounds[1][o]);this._model=[].slice.call(r),this._view=[].slice.call(n),this._projection=[].slice.call(i),this._resolution=[e.drawingBufferWidth,e.drawingBufferHeight];var s={model:r,view:n,projection:i,clipBounds:a,tubeScale:this.tubeScale,vectorScale:this.vectorScale,coneScale:this.coneScale,coneOffset:this.coneOffset,pickId:this.pickId/255},l=this.pickShader;l.bind(),l.uniforms=s,this.triangleCount>0&&(this.triangleVAO.bind(),e.drawArrays(e.TRIANGLES,0,3*this.triangleCount),this.triangleVAO.unbind())},p.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=t.value[0]+256*t.value[1]+65536*t.value[2],r=this.cells[e],n=this.positions[r[1]].slice(0,3),i={position:n,dataCoordinate:n,index:Math.floor(r[1]/48)};return\"cone\"===this.traceType?i.index=Math.floor(r[1]/48):\"streamtube\"===this.traceType&&(i.intensity=this.intensity[r[1]],i.velocity=this.vectors[r[1]].slice(0,3),i.divergence=this.vectors[r[1]][3],i.index=e),i},p.dispose=function(){this.texture.dispose(),this.triShader.dispose(),this.pickShader.dispose(),this.triangleVAO.dispose(),this.trianglePositions.dispose(),this.triangleVectors.dispose(),this.triangleColors.dispose(),this.triangleUVs.dispose(),this.triangleIds.dispose()},e.exports=function(t,e,r){var n=r.shaders;1===arguments.length&&(t=(e=t).gl);var s=d(t,n),l=g(t,n),u=o(t,c(new Uint8Array([255,255,255,255]),[1,1,4]));u.generateMipmap(),u.minFilter=t.LINEAR_MIPMAP_LINEAR,u.magFilter=t.LINEAR;var f=i(t),p=i(t),m=i(t),v=i(t),y=i(t),x=a(t,[{buffer:f,type:t.FLOAT,size:4},{buffer:y,type:t.UNSIGNED_BYTE,size:4,normalized:!0},{buffer:m,type:t.FLOAT,size:4},{buffer:v,type:t.FLOAT,size:2},{buffer:p,type:t.FLOAT,size:4}]),b=new h(t,u,s,l,f,p,y,m,v,x,r.traceType||\"cone\");return b.update(e),b}},{colormap:53,\"gl-buffer\":78,\"gl-mat4/invert\":98,\"gl-mat4/multiply\":100,\"gl-shader\":132,\"gl-texture2d\":146,\"gl-vao\":150,ndarray:259}],81:[function(t,e,r){var n=t(\"glslify\"),i=n([\"precision highp float;\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nvec3 getOrthogonalVector(vec3 v) {\\n  // Return up-vector for only-z vector.\\n  // Return ax + by + cz = 0, a point that lies on the plane that has v as a normal and that isn't (0,0,0).\\n  // From the above if-statement we have ||a|| > 0  U  ||b|| > 0.\\n  // Assign z = 0, x = -b, y = a:\\n  // a*-b + b*a + c*0 = -ba + ba + 0 = 0\\n  if (v.x*v.x > v.z*v.z || v.y*v.y > v.z*v.z) {\\n    return normalize(vec3(-v.y, v.x, 0.0));\\n  } else {\\n    return normalize(vec3(0.0, v.z, -v.y));\\n  }\\n}\\n\\n// Calculate the cone vertex and normal at the given index.\\n//\\n// The returned vertex is for a cone with its top at origin and height of 1.0,\\n// pointing in the direction of the vector attribute.\\n//\\n// Each cone is made up of a top vertex, a center base vertex and base perimeter vertices.\\n// These vertices are used to make up the triangles of the cone by the following:\\n//   segment + 0 top vertex\\n//   segment + 1 perimeter vertex a+1\\n//   segment + 2 perimeter vertex a\\n//   segment + 3 center base vertex\\n//   segment + 4 perimeter vertex a\\n//   segment + 5 perimeter vertex a+1\\n// Where segment is the number of the radial segment * 6 and a is the angle at that radial segment.\\n// To go from index to segment, floor(index / 6)\\n// To go from segment to angle, 2*pi * (segment/segmentCount)\\n// To go from index to segment index, index - (segment*6)\\n//\\nvec3 getConePosition(vec3 d, float rawIndex, float coneOffset, out vec3 normal) {\\n\\n  const float segmentCount = 8.0;\\n\\n  float index = rawIndex - floor(rawIndex /\\n    (segmentCount * 6.0)) *\\n    (segmentCount * 6.0);\\n\\n  float segment = floor(0.001 + index/6.0);\\n  float segmentIndex = index - (segment*6.0);\\n\\n  normal = -normalize(d);\\n\\n  if (segmentIndex > 2.99 && segmentIndex < 3.01) {\\n    return mix(vec3(0.0), -d, coneOffset);\\n  }\\n\\n  float nextAngle = (\\n    (segmentIndex > 0.99 &&  segmentIndex < 1.01) ||\\n    (segmentIndex > 4.99 &&  segmentIndex < 5.01)\\n  ) ? 1.0 : 0.0;\\n  float angle = 2.0 * 3.14159 * ((segment + nextAngle) / segmentCount);\\n\\n  vec3 v1 = mix(d, vec3(0.0), coneOffset);\\n  vec3 v2 = v1 - d;\\n\\n  vec3 u = getOrthogonalVector(d);\\n  vec3 v = normalize(cross(u, d));\\n\\n  vec3 x = u * cos(angle) * length(d)*0.25;\\n  vec3 y = v * sin(angle) * length(d)*0.25;\\n  vec3 v3 = v2 + x + y;\\n  if (segmentIndex < 3.0) {\\n    vec3 tx = u * sin(angle);\\n    vec3 ty = v * -cos(angle);\\n    vec3 tangent = tx + ty;\\n    normal = normalize(cross(v3 - v1, tangent));\\n  }\\n\\n  if (segmentIndex == 0.0) {\\n    return mix(d, vec3(0.0), coneOffset);\\n  }\\n  return v3;\\n}\\n\\nattribute vec3 vector;\\nattribute vec4 color, position;\\nattribute vec2 uv;\\n\\nuniform float vectorScale, coneScale, coneOffset;\\nuniform mat4 model, view, projection, inverseModel;\\nuniform vec3 eyePosition, lightPosition;\\n\\nvarying vec3 f_normal, f_lightDirection, f_eyeDirection, f_data, f_position;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  // Scale the vector magnitude to stay constant with\\n  // model & view changes.\\n  vec3 normal;\\n  vec3 XYZ = getConePosition(mat3(model) * ((vectorScale * coneScale) * vector), position.w, coneOffset, normal);\\n  vec4 conePosition = model * vec4(position.xyz, 1.0) + vec4(XYZ, 0.0);\\n\\n  //Lighting geometry parameters\\n  vec4 cameraCoordinate = view * conePosition;\\n  cameraCoordinate.xyz /= cameraCoordinate.w;\\n  f_lightDirection = lightPosition - cameraCoordinate.xyz;\\n  f_eyeDirection   = eyePosition - cameraCoordinate.xyz;\\n  f_normal = normalize((vec4(normal, 0.0) * inverseModel).xyz);\\n\\n  // vec4 m_position  = model * vec4(conePosition, 1.0);\\n  vec4 t_position  = view * conePosition;\\n  gl_Position      = projection * t_position;\\n\\n  f_color          = color;\\n  f_data           = conePosition.xyz;\\n  f_position       = position.xyz;\\n  f_uv             = uv;\\n}\\n\"]),a=n([\"#extension GL_OES_standard_derivatives : enable\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nfloat beckmannDistribution(float x, float roughness) {\\n  float NdotH = max(x, 0.0001);\\n  float cos2Alpha = NdotH * NdotH;\\n  float tan2Alpha = (cos2Alpha - 1.0) / cos2Alpha;\\n  float roughness2 = roughness * roughness;\\n  float denom = 3.141592653589793 * roughness2 * cos2Alpha * cos2Alpha;\\n  return exp(tan2Alpha / roughness2) / denom;\\n}\\n\\nfloat cookTorranceSpecular(\\n  vec3 lightDirection,\\n  vec3 viewDirection,\\n  vec3 surfaceNormal,\\n  float roughness,\\n  float fresnel) {\\n\\n  float VdotN = max(dot(viewDirection, surfaceNormal), 0.0);\\n  float LdotN = max(dot(lightDirection, surfaceNormal), 0.0);\\n\\n  //Half angle vector\\n  vec3 H = normalize(lightDirection + viewDirection);\\n\\n  //Geometric term\\n  float NdotH = max(dot(surfaceNormal, H), 0.0);\\n  float VdotH = max(dot(viewDirection, H), 0.000001);\\n  float LdotH = max(dot(lightDirection, H), 0.000001);\\n  float G1 = (2.0 * NdotH * VdotN) / VdotH;\\n  float G2 = (2.0 * NdotH * LdotN) / LdotH;\\n  float G = min(1.0, min(G1, G2));\\n  \\n  //Distribution term\\n  float D = beckmannDistribution(NdotH, roughness);\\n\\n  //Fresnel term\\n  float F = pow(1.0 - VdotN, fresnel);\\n\\n  //Multiply terms and done\\n  return  G * F * D / max(3.14159265 * VdotN, 0.000001);\\n}\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 clipBounds[2];\\nuniform float roughness, fresnel, kambient, kdiffuse, kspecular, opacity;\\nuniform sampler2D texture;\\n\\nvarying vec3 f_normal, f_lightDirection, f_eyeDirection, f_data, f_position;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_position)) discard;\\n  vec3 N = normalize(f_normal);\\n  vec3 L = normalize(f_lightDirection);\\n  vec3 V = normalize(f_eyeDirection);\\n\\n  if(gl_FrontFacing) {\\n    N = -N;\\n  }\\n\\n  float specular = min(1.0, max(0.0, cookTorranceSpecular(L, V, N, roughness, fresnel)));\\n  float diffuse  = min(kambient + kdiffuse * max(dot(N, L), 0.0), 1.0);\\n\\n  vec4 surfaceColor = f_color * texture2D(texture, f_uv);\\n  vec4 litColor = surfaceColor.a * vec4(diffuse * surfaceColor.rgb + kspecular * vec3(1,1,1) * specular,  1.0);\\n\\n  gl_FragColor = litColor * opacity;\\n}\\n\"]),o=n([\"precision highp float;\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nvec3 getOrthogonalVector(vec3 v) {\\n  // Return up-vector for only-z vector.\\n  // Return ax + by + cz = 0, a point that lies on the plane that has v as a normal and that isn't (0,0,0).\\n  // From the above if-statement we have ||a|| > 0  U  ||b|| > 0.\\n  // Assign z = 0, x = -b, y = a:\\n  // a*-b + b*a + c*0 = -ba + ba + 0 = 0\\n  if (v.x*v.x > v.z*v.z || v.y*v.y > v.z*v.z) {\\n    return normalize(vec3(-v.y, v.x, 0.0));\\n  } else {\\n    return normalize(vec3(0.0, v.z, -v.y));\\n  }\\n}\\n\\n// Calculate the cone vertex and normal at the given index.\\n//\\n// The returned vertex is for a cone with its top at origin and height of 1.0,\\n// pointing in the direction of the vector attribute.\\n//\\n// Each cone is made up of a top vertex, a center base vertex and base perimeter vertices.\\n// These vertices are used to make up the triangles of the cone by the following:\\n//   segment + 0 top vertex\\n//   segment + 1 perimeter vertex a+1\\n//   segment + 2 perimeter vertex a\\n//   segment + 3 center base vertex\\n//   segment + 4 perimeter vertex a\\n//   segment + 5 perimeter vertex a+1\\n// Where segment is the number of the radial segment * 6 and a is the angle at that radial segment.\\n// To go from index to segment, floor(index / 6)\\n// To go from segment to angle, 2*pi * (segment/segmentCount)\\n// To go from index to segment index, index - (segment*6)\\n//\\nvec3 getConePosition(vec3 d, float rawIndex, float coneOffset, out vec3 normal) {\\n\\n  const float segmentCount = 8.0;\\n\\n  float index = rawIndex - floor(rawIndex /\\n    (segmentCount * 6.0)) *\\n    (segmentCount * 6.0);\\n\\n  float segment = floor(0.001 + index/6.0);\\n  float segmentIndex = index - (segment*6.0);\\n\\n  normal = -normalize(d);\\n\\n  if (segmentIndex > 2.99 && segmentIndex < 3.01) {\\n    return mix(vec3(0.0), -d, coneOffset);\\n  }\\n\\n  float nextAngle = (\\n    (segmentIndex > 0.99 &&  segmentIndex < 1.01) ||\\n    (segmentIndex > 4.99 &&  segmentIndex < 5.01)\\n  ) ? 1.0 : 0.0;\\n  float angle = 2.0 * 3.14159 * ((segment + nextAngle) / segmentCount);\\n\\n  vec3 v1 = mix(d, vec3(0.0), coneOffset);\\n  vec3 v2 = v1 - d;\\n\\n  vec3 u = getOrthogonalVector(d);\\n  vec3 v = normalize(cross(u, d));\\n\\n  vec3 x = u * cos(angle) * length(d)*0.25;\\n  vec3 y = v * sin(angle) * length(d)*0.25;\\n  vec3 v3 = v2 + x + y;\\n  if (segmentIndex < 3.0) {\\n    vec3 tx = u * sin(angle);\\n    vec3 ty = v * -cos(angle);\\n    vec3 tangent = tx + ty;\\n    normal = normalize(cross(v3 - v1, tangent));\\n  }\\n\\n  if (segmentIndex == 0.0) {\\n    return mix(d, vec3(0.0), coneOffset);\\n  }\\n  return v3;\\n}\\n\\nattribute vec4 vector;\\nattribute vec4 position;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\nuniform float vectorScale, coneScale, coneOffset;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  vec3 normal;\\n  vec3 XYZ = getConePosition(mat3(model) * ((vectorScale * coneScale) * vector.xyz), position.w, coneOffset, normal);\\n  vec4 conePosition = model * vec4(position.xyz, 1.0) + vec4(XYZ, 0.0);\\n  gl_Position = projection * view * conePosition;\\n  f_id        = id;\\n  f_position  = position.xyz;\\n}\\n\"]),s=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3  clipBounds[2];\\nuniform float pickId;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_position)) discard;\\n\\n  gl_FragColor = vec4(pickId, f_id.xyz);\\n}\"]);r.meshShader={vertex:i,fragment:a,attributes:[{name:\"position\",type:\"vec4\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"},{name:\"vector\",type:\"vec3\"}]},r.pickShader={vertex:o,fragment:s,attributes:[{name:\"position\",type:\"vec4\"},{name:\"id\",type:\"vec4\"},{name:\"vector\",type:\"vec3\"}]}},{glslify:231}],82:[function(t,e,r){e.exports={0:\"NONE\",1:\"ONE\",2:\"LINE_LOOP\",3:\"LINE_STRIP\",4:\"TRIANGLES\",5:\"TRIANGLE_STRIP\",6:\"TRIANGLE_FAN\",256:\"DEPTH_BUFFER_BIT\",512:\"NEVER\",513:\"LESS\",514:\"EQUAL\",515:\"LEQUAL\",516:\"GREATER\",517:\"NOTEQUAL\",518:\"GEQUAL\",519:\"ALWAYS\",768:\"SRC_COLOR\",769:\"ONE_MINUS_SRC_COLOR\",770:\"SRC_ALPHA\",771:\"ONE_MINUS_SRC_ALPHA\",772:\"DST_ALPHA\",773:\"ONE_MINUS_DST_ALPHA\",774:\"DST_COLOR\",775:\"ONE_MINUS_DST_COLOR\",776:\"SRC_ALPHA_SATURATE\",1024:\"STENCIL_BUFFER_BIT\",1028:\"FRONT\",1029:\"BACK\",1032:\"FRONT_AND_BACK\",1280:\"INVALID_ENUM\",1281:\"INVALID_VALUE\",1282:\"INVALID_OPERATION\",1285:\"OUT_OF_MEMORY\",1286:\"INVALID_FRAMEBUFFER_OPERATION\",2304:\"CW\",2305:\"CCW\",2849:\"LINE_WIDTH\",2884:\"CULL_FACE\",2885:\"CULL_FACE_MODE\",2886:\"FRONT_FACE\",2928:\"DEPTH_RANGE\",2929:\"DEPTH_TEST\",2930:\"DEPTH_WRITEMASK\",2931:\"DEPTH_CLEAR_VALUE\",2932:\"DEPTH_FUNC\",2960:\"STENCIL_TEST\",2961:\"STENCIL_CLEAR_VALUE\",2962:\"STENCIL_FUNC\",2963:\"STENCIL_VALUE_MASK\",2964:\"STENCIL_FAIL\",2965:\"STENCIL_PASS_DEPTH_FAIL\",2966:\"STENCIL_PASS_DEPTH_PASS\",2967:\"STENCIL_REF\",2968:\"STENCIL_WRITEMASK\",2978:\"VIEWPORT\",3024:\"DITHER\",3042:\"BLEND\",3088:\"SCISSOR_BOX\",3089:\"SCISSOR_TEST\",3106:\"COLOR_CLEAR_VALUE\",3107:\"COLOR_WRITEMASK\",3317:\"UNPACK_ALIGNMENT\",3333:\"PACK_ALIGNMENT\",3379:\"MAX_TEXTURE_SIZE\",3386:\"MAX_VIEWPORT_DIMS\",3408:\"SUBPIXEL_BITS\",3410:\"RED_BITS\",3411:\"GREEN_BITS\",3412:\"BLUE_BITS\",3413:\"ALPHA_BITS\",3414:\"DEPTH_BITS\",3415:\"STENCIL_BITS\",3553:\"TEXTURE_2D\",4352:\"DONT_CARE\",4353:\"FASTEST\",4354:\"NICEST\",5120:\"BYTE\",5121:\"UNSIGNED_BYTE\",5122:\"SHORT\",5123:\"UNSIGNED_SHORT\",5124:\"INT\",5125:\"UNSIGNED_INT\",5126:\"FLOAT\",5386:\"INVERT\",5890:\"TEXTURE\",6401:\"STENCIL_INDEX\",6402:\"DEPTH_COMPONENT\",6406:\"ALPHA\",6407:\"RGB\",6408:\"RGBA\",6409:\"LUMINANCE\",6410:\"LUMINANCE_ALPHA\",7680:\"KEEP\",7681:\"REPLACE\",7682:\"INCR\",7683:\"DECR\",7936:\"VENDOR\",7937:\"RENDERER\",7938:\"VERSION\",9728:\"NEAREST\",9729:\"LINEAR\",9984:\"NEAREST_MIPMAP_NEAREST\",9985:\"LINEAR_MIPMAP_NEAREST\",9986:\"NEAREST_MIPMAP_LINEAR\",9987:\"LINEAR_MIPMAP_LINEAR\",10240:\"TEXTURE_MAG_FILTER\",10241:\"TEXTURE_MIN_FILTER\",10242:\"TEXTURE_WRAP_S\",10243:\"TEXTURE_WRAP_T\",10497:\"REPEAT\",10752:\"POLYGON_OFFSET_UNITS\",16384:\"COLOR_BUFFER_BIT\",32769:\"CONSTANT_COLOR\",32770:\"ONE_MINUS_CONSTANT_COLOR\",32771:\"CONSTANT_ALPHA\",32772:\"ONE_MINUS_CONSTANT_ALPHA\",32773:\"BLEND_COLOR\",32774:\"FUNC_ADD\",32777:\"BLEND_EQUATION_RGB\",32778:\"FUNC_SUBTRACT\",32779:\"FUNC_REVERSE_SUBTRACT\",32819:\"UNSIGNED_SHORT_4_4_4_4\",32820:\"UNSIGNED_SHORT_5_5_5_1\",32823:\"POLYGON_OFFSET_FILL\",32824:\"POLYGON_OFFSET_FACTOR\",32854:\"RGBA4\",32855:\"RGB5_A1\",32873:\"TEXTURE_BINDING_2D\",32926:\"SAMPLE_ALPHA_TO_COVERAGE\",32928:\"SAMPLE_COVERAGE\",32936:\"SAMPLE_BUFFERS\",32937:\"SAMPLES\",32938:\"SAMPLE_COVERAGE_VALUE\",32939:\"SAMPLE_COVERAGE_INVERT\",32968:\"BLEND_DST_RGB\",32969:\"BLEND_SRC_RGB\",32970:\"BLEND_DST_ALPHA\",32971:\"BLEND_SRC_ALPHA\",33071:\"CLAMP_TO_EDGE\",33170:\"GENERATE_MIPMAP_HINT\",33189:\"DEPTH_COMPONENT16\",33306:\"DEPTH_STENCIL_ATTACHMENT\",33635:\"UNSIGNED_SHORT_5_6_5\",33648:\"MIRRORED_REPEAT\",33901:\"ALIASED_POINT_SIZE_RANGE\",33902:\"ALIASED_LINE_WIDTH_RANGE\",33984:\"TEXTURE0\",33985:\"TEXTURE1\",33986:\"TEXTURE2\",33987:\"TEXTURE3\",33988:\"TEXTURE4\",33989:\"TEXTURE5\",33990:\"TEXTURE6\",33991:\"TEXTURE7\",33992:\"TEXTURE8\",33993:\"TEXTURE9\",33994:\"TEXTURE10\",33995:\"TEXTURE11\",33996:\"TEXTURE12\",33997:\"TEXTURE13\",33998:\"TEXTURE14\",33999:\"TEXTURE15\",34e3:\"TEXTURE16\",34001:\"TEXTURE17\",34002:\"TEXTURE18\",34003:\"TEXTURE19\",34004:\"TEXTURE20\",34005:\"TEXTURE21\",34006:\"TEXTURE22\",34007:\"TEXTURE23\",34008:\"TEXTURE24\",34009:\"TEXTURE25\",34010:\"TEXTURE26\",34011:\"TEXTURE27\",34012:\"TEXTURE28\",34013:\"TEXTURE29\",34014:\"TEXTURE30\",34015:\"TEXTURE31\",34016:\"ACTIVE_TEXTURE\",34024:\"MAX_RENDERBUFFER_SIZE\",34041:\"DEPTH_STENCIL\",34055:\"INCR_WRAP\",34056:\"DECR_WRAP\",34067:\"TEXTURE_CUBE_MAP\",34068:\"TEXTURE_BINDING_CUBE_MAP\",34069:\"TEXTURE_CUBE_MAP_POSITIVE_X\",34070:\"TEXTURE_CUBE_MAP_NEGATIVE_X\",34071:\"TEXTURE_CUBE_MAP_POSITIVE_Y\",34072:\"TEXTURE_CUBE_MAP_NEGATIVE_Y\",34073:\"TEXTURE_CUBE_MAP_POSITIVE_Z\",34074:\"TEXTURE_CUBE_MAP_NEGATIVE_Z\",34076:\"MAX_CUBE_MAP_TEXTURE_SIZE\",34338:\"VERTEX_ATTRIB_ARRAY_ENABLED\",34339:\"VERTEX_ATTRIB_ARRAY_SIZE\",34340:\"VERTEX_ATTRIB_ARRAY_STRIDE\",34341:\"VERTEX_ATTRIB_ARRAY_TYPE\",34342:\"CURRENT_VERTEX_ATTRIB\",34373:\"VERTEX_ATTRIB_ARRAY_POINTER\",34466:\"NUM_COMPRESSED_TEXTURE_FORM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t.bindRenderbuffer(t.RENDERBUFFER,a),t.renderbufferStorage(t.RENDERBUFFER,n,e,r),t.framebufferRenderbuffer(t.FRAMEBUFFER,i,t.RENDERBUFFER,a),a}function d(t,e,r,n,i,a,o,s){this.gl=t,this._shape=[0|e,0|r],this._destroyed=!1,this._ext=s,this.color=new Array(i);for(var d=0;d<i;++d)this.color[d]=null;this._color_rb=null,this.depth=null,this._depth_rb=null,this._colorType=n,this._useDepth=a,this._useStencil=o;var g=this,m=[0|e,0|r];Object.defineProperties(m,{0:{get:function(){return g._shape[0]},set:function(t){return g.width=t}},1:{get:function(){return g._shape[1]},set:function(t){return g.height=t}}}),this._shapeVector=m,function(t){var e=c(t.gl),r=t.gl,n=t.handle=r.createFramebuffer(),i=t._shape[0],a=t._shape[1],o=t.color.length,s=t._ext,d=t._useStencil,g=t._useDepth,m=t._colorType;r.bindFramebuffer(r.FRAMEBUFFER,n);for(var v=0;v<o;++v)t.color[v]=h(r,i,a,m,r.RGBA,r.COLOR_ATTACHMENT0+v);0===o?(t._color_rb=p(r,i,a,r.RGBA4,r.COLOR_ATTACHMENT0),s&&s.drawBuffersWEBGL(l[0])):o>1&&s.drawBuffersWEBGL(l[o]);var y=r.getExtension(\"WEBGL_depth_texture\");y?d?t.depth=h(r,i,a,y.UNSIGNED_INT_24_8_WEBGL,r.DEPTH_STENCIL,r.DEPTH_STENCIL_ATTACHMENT):g&&(t.depth=h(r,i,a,r.UNSIGNED_SHORT,r.DEPTH_COMPONENT,r.DEPTH_ATTACHMENT)):g&&d?t._depth_rb=p(r,i,a,r.DEPTH_STENCIL,r.DEPTH_STENCIL_ATTACHMENT):g?t._depth_rb=p(r,i,a,r.DEPTH_COMPONENT16,r.DEPTH_ATTACHMENT):d&&(t._depth_rb=p(r,i,a,r.STENCIL_INDEX,r.STENCIL_ATTACHMENT));var x=r.checkFramebufferStatus(r.FRAMEBUFFER);if(x!==r.FRAMEBUFFER_COMPLETE){t._destroyed=!0,r.bindFramebuffer(r.FRAMEBUFFER,null),r.deleteFramebuffer(t.handle),t.handle=null,t.depth&&(t.depth.dispose(),t.depth=null),t._depth_rb&&(r.deleteRenderbuffer(t._depth_rb),t._depth_rb=null);for(v=0;v<t.color.length;++v)t.color[v].dispose(),t.color[v]=null;t._color_rb&&(r.deleteRenderbuffer(t._color_rb),t._color_rb=null),u(r,e),f(x)}u(r,e)}(this)}var g=d.prototype;function m(t,e,r){if(t._destroyed)throw new Error(\"gl-fbo: Can't resize destroyed FBO\");if(t._shape[0]!==e||t._shape[1]!==r){var n=t.gl,i=n.getParameter(n.MAX_RENDERBUFFER_SIZE);if(e<0||e>i||r<0||r>i)throw new Error(\"gl-fbo: Can't resize FBO, invalid dimensions\");t._shape[0]=e,t._shape[1]=r;for(var a=c(n),o=0;o<t.color.length;++o)t.color[o].shape=t._shape;t._color_rb&&(n.bindRenderbuffer(n.RENDERBUFFER,t._color_rb),n.renderbufferStorage(n.RENDERBUFFER,n.RGBA4,t._shape[0],t._shape[1])),t.depth&&(t.depth.shape=t._shape),t._depth_rb&&(n.bindRenderbuffer(n.RENDERBUFFER,t._depth_rb),t._useDepth&&t._useStencil?n.renderbufferStorage(n.RENDERBUFFER,n.DEPTH_STENCIL,t._shape[0],t._shape[1]):t._useDepth?n.renderbufferStorage(n.RENDERBUFFER,n.DEPTH_COMPONENT16,t._shape[0],t._shape[1]):t._useStencil&&n.renderbufferStorage(n.RENDERBUFFER,n.STENCIL_INDEX,t._shape[0],t._shape[1])),n.bindFramebuffer(n.FRAMEBUFFER,t.handle);var s=n.checkFramebufferStatus(n.FRAMEBUFFER);s!==n.FRAMEBUFFER_COMPLETE&&(t.dispose(),u(n,a),f(s)),u(n,a)}}Object.defineProperties(g,{shape:{get:function(){return this._destroyed?[0,0]:this._shapeVector},set:function(t){if(Array.isArray(t)||(t=[0|t,0|t]),2!==t.length)throw new Error(\"gl-fbo: Shape vector must be length 2\");var e=0|t[0],r=0|t[1];return m(this,e,r),[e,r]},enumerable:!1},width:{get:function(){return this._destroyed?0:this._shape[0]},set:function(t){return m(this,t|=0,this._shape[1]),t},enumerable:!1},height:{get:function(){return this._destroyed?0:this._shape[1]},set:function(t){return t|=0,m(this,this._shape[0],t),t},enumerable:!1}}),g.bind=function(){if(!this._destroyed){var t=this.gl;t.bindFramebuffer(t.FRAMEBUFFER,this.handle),t.viewport(0,0,this._shape[0],this._shape[1])}},g.dispose=function(){if(!this._destroyed){this._destroyed=!0;var t=this.gl;t.deleteFramebuffer(this.handle),this.handle=null,this.depth&&(this.depth.dispose(),this.depth=null),this._depth_rb&&(t.deleteRenderbuffer(this._depth_rb),this._depth_rb=null);for(var e=0;e<this.color.length;++e)this.color[e].dispose(),this.color[e]=null;this._color_rb&&(t.deleteRenderbuffer(this._color_rb),this._color_rb=null)}}},{\"gl-texture2d\":146}],87:[function(t,e,r){var n=t(\"sprintf-js\").sprintf,i=t(\"gl-constants/lookup\"),a=t(\"glsl-shader-name\"),o=t(\"add-line-numbers\");e.exports=function(t,e,r){\"use strict\";var s=a(e)||\"of unknown name (see npm glsl-shader-name)\",l=\"unknown type\";void 0!==r&&(l=r===i.FRAGMENT_SHADER?\"fragment\":\"vertex\");for(var c=n(\"Error compiling %s shader %s:\\n\",l,s),u=n(\"%s%s\",c,t),f=t.split(\"\\n\"),h={},p=0;p<f.length;p++){var d=f[p];if(\"\"!==d&&\"\\0\"!==d){var g=parseInt(d.split(\":\")[2]);if(isNaN(g))throw new Error(n(\"Could not parse error: %s\",d));h[g]=d}}var m=o(e).split(\"\\n\");for(p=0;p<m.length;p++)if(h[p+3]||h[p+2]||h[p+1]){var v=m[p];if(c+=v+\"\\n\",h[p+1]){var y=h[p+1];y=y.substr(y.split(\":\",3).join(\":\").length+1).trim(),c+=n(\"^^^ %s\\n\\n\",y)}}return{long:c.trim(),short:u.trim()}}},{\"add-line-numbers\":9,\"gl-constants/lookup\":83,\"glsl-shader-name\":223,\"sprintf-js\":301}],88:[function(t,e,r){\"use strict\";e.exports=function(t,e){var r=t.gl,n=o(r,l.vertex,l.fragment),i=o(r,l.pickVertex,l.pickFragment),a=s(r),u=s(r),f=s(r),h=s(r),p=new c(t,n,i,a,u,f,h);return p.update(e),t.addObject(p),p};var n=t(\"binary-search-bounds\"),i=t(\"iota-array\"),a=t(\"typedarray-pool\"),o=t(\"gl-shader\"),s=t(\"gl-buffer\"),l=t(\"./lib/shaders\");function c(t,e,r,n,i,a,o){this.plot=t,this.shader=e,this.pickShader=r,this.positionBuffer=n,this.weightBuffer=i,this.colorBuffer=a,this.idBuffer=o,this.xData=[],this.yData=[],this.shape=[0,0],this.bounds=[1/0,1/0,-1/0,-1/0],this.pickOffset=0}var u,f=c.prototype,h=[0,0,1,0,0,1,1,0,1,1,0,1];f.draw=(u=[1,0,0,0,1,0,0,0,1],function(){var t=this.plot,e=this.shader,r=this.bounds,n=this.numVertices;if(!(n<=0)){var i=t.gl,a=t.dataBox,o=r[2]-r[0],s=r[3]-r[1],l=a[2]-a[0],c=a[3]-a[1];u[0]=2*o/l,u[4]=2*s/c,u[6]=2*(r[0]-a[0])/l-1,u[7]=2*(r[1]-a[1])/c-1,e.bind();var f=e.uniforms;f.viewTransform=u,f.shape=this.shape;var h=e.attributes;this.positionBuffer.bind(),h.position.pointer(),this.weightBuffer.bind(),h.weight.pointer(i.UNSIGNED_BYTE,!1),this.colorBuffer.bind(),h.color.pointer(i.UNSIGNED_BYTE,!0),i.drawArrays(i.TRIANGLES,0,n)}}),f.drawPick=function(){var t=[1,0,0,0,1,0,0,0,1],e=[0,0,0,0];return function(r){var n=this.plot,i=this.pickShader,a=this.bounds,o=this.numVertices;if(!(o<=0)){var s=n.gl,l=n.dataBox,c=a[2]-a[0],u=a[3]-a[1],f=l[2]-l[0],h=l[3]-l[1];t[0]=2*c/f,t[4]=2*u/h,t[6]=2*(a[0]-l[0])/f-1,t[7]=2*(a[1]-l[1])/h-1;for(var p=0;p<4;++p)e[p]=r>>8*p&255;this.pickOffset=r,i.bind();var d=i.uniforms;d.viewTransform=t,d.pickOffset=e,d.shape=this.shape;var g=i.attributes;return this.positionBuffer.bind(),g.position.pointer(),this.weightBuffer.bind(),g.weight.pointer(s.UNSIGNED_BYTE,!1),this.idBuffer.bind(),g.pickId.pointer(s.UNSIGNED_BYTE,!1),s.drawArrays(s.TRIANGLES,0,o),r+this.shape[0]*this.shape[1]}}}(),f.pick=function(t,e,r){var n=this.pickOffset,i=this.shape[0]*this.shape[1];if(r<n||r>=n+i)return null;var a=r-n,o=this.xData,s=this.yData;return{object:this,pointId:a,dataCoord:[o[a%this.shape[0]],s[a/this.shape[0]|0]]}},f.update=function(t){var e=(t=t||{}).shape||[0,0],r=t.x||i(e[0]),o=t.y||i(e[1]),s=t.z||new Float32Array(e[0]*e[1]),l=!1!==t.zsmooth;this.xData=r,this.yData=o;var c,u,f,p,d=t.colorLevels||[0],g=t.colorValues||[0,0,0,1],m=d.length,v=this.bounds;l?(c=v[0]=r[0],u=v[1]=o[0],f=v[2]=r[r.length-1],p=v[3]=o[o.length-1]):(c=v[0]=r[0]+(r[1]-r[0])/2,u=v[1]=o[0]+(o[1]-o[0])/2,f=v[2]=r[r.length-1]+(r[r.length-1]-r[r.length-2])/2,p=v[3]=o[o.length-1]+(o[o.length-1]-o[o.length-2])/2);var y=1/(f-c),x=1/(p-u),b=e[0],_=e[1];this.shape=[b,_];var w=(l?(b-1)*(_-1):b*_)*(h.length>>>1);this.numVertices=w;for(var T=a.mallocUint8(4*w),k=a.mallocFloat32(2*w),A=a.mallocUint8(2*w),M=a.mallocUint32(w),S=0,E=l?b-1:b,L=l?_-1:_,C=0;C<L;++C){var P,I;l?(P=x*(o[C]-u),I=x*(o[C+1]-u)):(P=C<_-1?x*(o[C]-(o[C+1]-o[C])/2-u):x*(o[C]-(o[C]-o[C-1])/2-u),I=C<_-1?x*(o[C]+(o[C+1]-o[C])/2-u):x*(o[C]+(o[C]-o[C-1])/2-u));for(var O=0;O<E;++O){var z,D;l?(z=y*(r[O]-c),D=y*(r[O+1]-c)):(z=O<b-1?y*(r[O]-(r[O+1]-r[O])/2-c):y*(r[O]-(r[O]-r[O-1])/2-c),D=O<b-1?y*(r[O]+(r[O+1]-r[O])/2-c):y*(r[O]+(r[O]-r[O-1])/2-c));for(var R=0;R<h.length;R+=2){var F,B,N,j,U=h[R],V=h[R+1],H=s[l?(C+V)*b+(O+U):C*b+O],q=n.le(d,H);if(q<0)F=g[0],B=g[1],N=g[2],j=g[3];else if(q===m-1)F=g[4*m-4],B=g[4*m-3],N=g[4*m-2],j=g[4*m-1];else{var G=(H-d[q])/(d[q+1]-d[q]),Y=1-G,W=4*q,X=4*(q+1);F=Y*g[W]+G*g[X],B=Y*g[W+1]+G*g[X+1],N=Y*g[W+2]+G*g[X+2],j=Y*g[W+3]+G*g[X+3]}T[4*S]=255*F,T[4*S+1]=255*B,T[4*S+2]=255*N,T[4*S+3]=255*j,k[2*S]=.5*z+.5*D,k[2*S+1]=.5*P+.5*I,A[2*S]=U,A[2*S+1]=V,M[S]=C*b+O,S+=1}}}this.positionBuffer.update(k),this.weightBuffer.update(A),this.colorBuffer.update(T),this.idBuffer.update(M),a.free(k),a.free(T),a.free(A),a.free(M)},f.dispose=function(){this.shader.dispose(),this.pickShader.dispose(),this.positionBuffer.dispose(),this.weightBuffer.dispose(),this.colorBuffer.dispose(),this.idBuffer.dispose(),this.plot.removeObject(this)}},{\"./lib/shaders\":89,\"binary-search-bounds\":31,\"gl-buffer\":78,\"gl-shader\":132,\"iota-array\":235,\"typedarray-pool\":308}],89:[function(t,e,r){\"use strict\";var n=t(\"glslify\");e.exports={fragment:n([\"precision lowp float;\\n#define GLSLIFY 1\\nvarying vec4 fragColor;\\nvoid main() {\\n  gl_FragColor = vec4(fragColor.rgb * fragColor.a, fragColor.a);\\n}\\n\"]),vertex:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 position;\\nattribute vec4 color;\\nattribute vec2 weight;\\n\\nuniform vec2 shape;\\nuniform mat3 viewTransform;\\n\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n  vec3 vPosition = viewTransform * vec3( position + (weight-.5)/(shape-1.) , 1.0);\\n  fragColor = color;\\n  gl_Position = vec4(vPosition.xy, 0, vPosition.z);\\n}\\n\"]),pickFragment:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nvarying vec4 fragId;\\nvarying vec2 vWeight;\\n\\nuniform vec2 shape;\\nuniform vec4 pickOffset;\\n\\nvoid main() {\\n  vec2 d = step(.5, vWeight);\\n  vec4 id = fragId + pickOffset;\\n  id.x += d.x + d.y*shape.x;\\n\\n  id.y += floor(id.x / 256.0);\\n  id.x -= floor(id.x / 256.0) * 256.0;\\n\\n  id.z += floor(id.y / 256.0);\\n  id.y -= floor(id.y / 256.0) * 256.0;\\n\\n  id.w += floor(id.z / 256.0);\\n  id.z -= floor(id.z / 256.0) * 256.0;\\n\\n  gl_FragColor = id/255.;\\n}\\n\"]),pickVertex:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 position;\\nattribute vec4 pickId;\\nattribute vec2 weight;\\n\\nuniform vec2 shape;\\nuniform mat3 viewTransform;\\n\\nvarying vec4 fragId;\\nvarying vec2 vWeight;\\n\\nvoid main() {\\n  vWeight = weight;\\n\\n  fragId = pickId;\\n\\n  vec3 vPosition = viewTransform * vec3( position + (weight-.5)/(shape-1.) , 1.0);\\n  gl_Position = vec4(vPosition.xy, 0, vPosition.z);\\n}\\n\"])}},{glslify:231}],90:[function(t,e,r){var n=t(\"glslify\"),i=t(\"gl-shader\"),a=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position, nextPosition;\\nattribute float arcLength, lineWidth;\\nattribute vec4 color;\\n\\nuniform vec2 screenShape;\\nuniform float pixelRatio;\\nuniform mat4 model, view, projection;\\n\\nvarying vec4 fragColor;\\nvarying vec3 worldPosition;\\nvarying float pixelArcLength;\\n\\nvec4 project(vec3 p) {\\n  return projection * view * model * vec4(p, 1.0);\\n}\\n\\nvoid main() {\\n  vec4 startPoint = project(position);\\n  vec4 endPoint   = project(nextPosition);\\n\\n  vec2 A = startPoint.xy / startPoint.w;\\n  vec2 B =   endPoint.xy /   endPoint.w;\\n\\n  float clipAngle = atan(\\n    (B.y - A.y) * screenShape.y,\\n    (B.x - A.x) * screenShape.x\\n  );\\n\\n  vec2 offset = 0.5 * pixelRatio * lineWidth * vec2(\\n    sin(clipAngle),\\n    -cos(clipAngle)\\n  ) / screenShape;\\n\\n  gl_Position = vec4(startPoint.xy + startPoint.w * offset, startPoint.zw);\\n\\n  worldPosition = position;\\n  pixelArcLength = arcLength;\\n  fragColor = color;\\n}\\n\"]),o=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3      clipBounds[2];\\nuniform sampler2D dashTexture;\\nuniform float     dashScale;\\nuniform float     opacity;\\n\\nvarying vec3    worldPosition;\\nvarying float   pixelArcLength;\\nvarying vec4    fragColor;\\n\\nvoid main() {\\n  if (\\n    outOfRange(clipBounds[0], clipBounds[1], worldPosition) ||\\n    fragColor.a * opacity == 0.\\n  ) discard;\\n\\n  float dashWeight = texture2D(dashTexture, vec2(dashScale * pixelArcLength, 0)).r;\\n  if(dashWeight < 0.5) {\\n    discard;\\n  }\\n  gl_FragColor = fragColor * opacity;\\n}\\n\"]),s=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\n#define FLOAT_MAX  1.70141184e38\\n#define FLOAT_MIN  1.17549435e-38\\n\\n// https://github.com/mikolalysenko/glsl-read-float/blob/master/index.glsl\\nvec4 packFloat(float v) {\\n  float av = abs(v);\\n\\n  //Handle special cases\\n  if(av < FLOAT_MIN) {\\n    return vec4(0.0, 0.0, 0.0, 0.0);\\n  } else if(v > FLOAT_MAX) {\\n    return vec4(127.0, 128.0, 0.0, 0.0) / 255.0;\\n  } else if(v < -FLOAT_MAX) {\\n    return vec4(255.0, 128.0, 0.0, 0.0) / 255.0;\\n  }\\n\\n  vec4 c = vec4(0,0,0,0);\\n\\n  //Compute exponent and mantissa\\n  float e = floor(log2(av));\\n  float m = av * pow(2.0, -e) - 1.0;\\n\\n  //Unpack mantissa\\n  c[1] = floor(128.0 * m);\\n  m -= c[1] / 128.0;\\n  c[2] = floor(32768.0 * m);\\n  m -= c[2] / 32768.0;\\n  c[3] = floor(8388608.0 * m);\\n\\n  //Unpack exponent\\n  float ebias = e + 127.0;\\n  c[0] = floor(ebias / 2.0);\\n  ebias -= c[0] * 2.0;\\n  c[1] += floor(ebias) * 128.0;\\n\\n  //Unpack sign bit\\n  c[0] += 128.0 * step(0.0, -v);\\n\\n  //Scale back to range\\n  return c / 255.0;\\n}\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform float pickId;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec3 worldPosition;\\nvarying float pixelArcLength;\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], worldPosition)) discard;\\n\\n  gl_FragColor = vec4(pickId/255.0, packFloat(pixelArcLength).xyz);\\n}\"]),l=[{name:\"position\",type:\"vec3\"},{name:\"nextPosition\",type:\"vec3\"},{name:\"arcLength\",type:\"float\"},{name:\"lineWidth\",type:\"float\"},{name:\"color\",type:\"vec4\"}];r.createShader=function(t){return i(t,a,o,null,l)},r.createPickShader=function(t){return i(t,a,s,null,l)}},{\"gl-shader\":132,glslify:231}],91:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl||t.scene&&t.scene.gl,r=f(e);r.attributes.position.location=0,r.attributes.nextPosition.location=1,r.attributes.arcLength.location=2,r.attributes.lineWidth.location=3,r.attributes.color.location=4;var o=h(e);o.attributes.position.location=0,o.attributes.nextPosition.location=1,o.attributes.arcLength.location=2,o.attributes.lineWidth.location=3,o.attributes.color.location=4;for(var s=n(e),l=i(e,[{buffer:s,size:3,offset:0,stride:48},{buffer:s,size:3,offset:12,stride:48},{buffer:s,size:1,offset:24,stride:48},{buffer:s,size:1,offset:28,stride:48},{buffer:s,size:4,offset:32,stride:48}]),u=c(new Array(1024),[256,1,4]),p=0;p<1024;++p)u.data[p]=255;var d=a(e,u);d.wrap=e.REPEAT;var g=new v(e,r,o,s,l,d);return g.update(t),g};var n=t(\"gl-buffer\"),i=t(\"gl-vao\"),a=t(\"gl-texture2d\"),o=new Uint8Array(4),s=new Float32Array(o.buffer);var l=t(\"binary-search-bounds\"),c=t(\"ndarray\"),u=t(\"./lib/shaders\"),f=u.createShader,h=u.createPickShader,p=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1];function d(t,e){for(var r=0,n=0;n<3;++n){var i=t[n]-e[n];r+=i*i}return Math.sqrt(r)}function g(t){for(var e=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],r=0;r<3;++r)e[0][r]=Math.max(t[0][r],e[0][r]),e[1][r]=Math.min(t[1][r],e[1][r]);return e}function m(t,e,r,n){this.arcLength=t,this.position=e,this.index=r,this.dataCoordinate=n}function v(t,e,r,n,i,a){this.gl=t,this.shader=e,this.pickShader=r,this.buffer=n,this.vao=i,this.clipBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.points=[],this.arcLength=[],this.vertexCount=0,this.bounds=[[0,0,0],[0,0,0]],this.pickId=0,this.lineWidth=1,this.texture=a,this.dashScale=1,this.opacity=1,this.hasAlpha=!1,this.dirty=!0,this.pixelRatio=1}var y=v.prototype;y.isTransparent=function(){return this.hasAlpha},y.isOpaque=function(){return!this.hasAlpha},y.pickSlots=1,y.setPickBase=function(t){this.pickId=t},y.drawTransparent=y.draw=function(t){if(this.vertexCount){var e=this.gl,r=this.shader,n=this.vao;r.bind(),r.uniforms={model:t.model||p,view:t.view||p,projection:t.projection||p,clipBounds:g(this.clipBounds),dashTexture:this.texture.bind(),dashScale:this.dashScale/this.arcLength[this.arcLength.length-1],opacity:this.opacity,screenShape:[e.drawingBufferWidth,e.drawingBufferHeight],pixelRatio:this.pixelRatio},n.bind(),n.draw(e.TRIANGLE_STRIP,this.vertexCount),n.unbind()}},y.drawPick=function(t){if(this.vertexCount){var e=this.gl,r=this.pickShader,n=this.vao;r.bind(),r.uniforms={model:t.model||p,view:t.view||p,projection:t.projection||p,pickId:this.pickId,clipBounds:g(this.clipBounds),screenShape:[e.drawingBufferWidth,e.drawingBufferHeight],pixelRatio:this.pixelRatio},n.bind(),n.draw(e.TRIANGLE_STRIP,this.vertexCount),n.unbind()}},y.update=function(t){var e,r;this.dirty=!0;var n=!!t.connectGaps;\"dashScale\"in t&&(this.dashScale=t.dashScale),this.hasAlpha=!1,\"opacity\"in t&&(this.opacity=+t.opacity,this.opacity<1&&(this.hasAlpha=!0));var i=[],a=[],o=[],s=0,u=0,f=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],h=t.position||t.positions;if(h){var p=t.color||t.colors||[0,0,0,1],g=t.lineWidth||1,m=!1;t:for(e=1;e<h.length;++e){var v,y,x,b=h[e-1],_=h[e];for(a.push(s),o.push(b.slice()),r=0;r<3;++r){if(isNaN(b[r])||isNaN(_[r])||!isFinite(b[r])||!isFinite(_[r])){if(!n&&i.length>0){for(var w=0;w<24;++w)i.push(i[i.length-12]);u+=2,m=!0}continue t}f[0][r]=Math.min(f[0][r],b[r],_[r]),f[1][r]=Math.max(f[1][r],b[r],_[r])}Array.isArray(p[0])?(v=p.length>e-1?p[e-1]:p.length>0?p[p.length-1]:[0,0,0,1],y=p.length>e?p[e]:p.length>0?p[p.length-1]:[0,0,0,1]):v=y=p,3===v.length&&(v=[v[0],v[1],v[2],1]),3===y.length&&(y=[y[0],y[1],y[2],1]),!this.hasAlpha&&v[3]<1&&(this.hasAlpha=!0),x=Array.isArray(g)?g.length>e-1?g[e-1]:g.length>0?g[g.length-1]:[0,0,0,1]:g;var T=s;if(s+=d(b,_),m){for(r=0;r<2;++r)i.push(b[0],b[1],b[2],_[0],_[1],_[2],T,x,v[0],v[1],v[2],v[3]);u+=2,m=!1}i.push(b[0],b[1],b[2],_[0],_[1],_[2],T,x,v[0],v[1],v[2],v[3],b[0],b[1],b[2],_[0],_[1],_[2],T,-x,v[0],v[1],v[2],v[3],_[0],_[1],_[2],b[0],b[1],b[2],s,-x,y[0],y[1],y[2],y[3],_[0],_[1],_[2],b[0],b[1],b[2],s,x,y[0],y[1],y[2],y[3]),u+=4}}if(this.buffer.update(i),a.push(s),o.push(h[h.length-1].slice()),this.bounds=f,this.vertexCount=u,this.points=o,this.arcLength=a,\"dashes\"in t){var k=t.dashes.slice();for(k.unshift(0),e=1;e<k.length;++e)k[e]=k[e-1]+k[e];var A=c(new Array(1024),[256,1,4]);for(e=0;e<256;++e){for(r=0;r<4;++r)A.set(e,0,r,0);1&l.le(k,k[k.length-1]*e/255)?A.set(e,0,0,0):A.set(e,0,0,255)}this.texture.setPixels(A)}},y.dispose=function(){this.shader.dispose(),this.vao.dispose(),this.buffer.dispose()},y.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=function(t,e,r,n){return o[0]=n,o[1]=r,o[2]=e,o[3]=t,s[0]}(t.value[0],t.value[1],t.value[2],0),r=l.le(this.arcLength,e);if(r<0)return null;if(r===this.arcLength.length-1)return new m(this.arcLength[this.arcLength.length-1],this.points[this.points.length-1].slice(),r);for(var n=this.points[r],i=this.points[Math.min(r+1,this.points.length-1)],a=(e-this.arcLength[r])/(this.arcLength[r+1]-this.arcLength[r]),c=1-a,u=[0,0,0],f=0;f<3;++f)u[f]=c*n[f]+a*i[f];var h=Math.min(a<.5?r:r+1,this.points.length-1);return new m(e,u,h,this.points[h])}},{\"./lib/shaders\":90,\"binary-search-bounds\":31,\"gl-buffer\":78,\"gl-texture2d\":146,\"gl-vao\":150,ndarray:259}],92:[function(t,e,r){e.exports=function(t){var e=new Float32Array(16);return e[0]=t[0],e[1]=t[1],e[2]=t[2],e[3]=t[3],e[4]=t[4],e[5]=t[5],e[6]=t[6],e[7]=t[7],e[8]=t[8],e[9]=t[9],e[10]=t[10],e[11]=t[11],e[12]=t[12],e[13]=t[13],e[14]=t[14],e[15]=t[15],e}},{}],93:[function(t,e,r){e.exports=function(){var t=new Float32Array(16);return 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t[0]=1-(p+g),t[1]=f+y,t[2]=h-v,t[3]=0,t[4]=f-y,t[5]=1-(u+g),t[6]=d+m,t[7]=0,t[8]=h+v,t[9]=d-m,t[10]=1-(u+p),t[11]=0,t[12]=r[0],t[13]=r[1],t[14]=r[2],t[15]=1,t}},{}],97:[function(t,e,r){e.exports=function(t){return t[0]=1,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=1,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=1,t[11]=0,t[12]=0,t[13]=0,t[14]=0,t[15]=1,t}},{}],98:[function(t,e,r){e.exports=function(t,e){var r=e[0],n=e[1],i=e[2],a=e[3],o=e[4],s=e[5],l=e[6],c=e[7],u=e[8],f=e[9],h=e[10],p=e[11],d=e[12],g=e[13],m=e[14],v=e[15],y=r*s-n*o,x=r*l-i*o,b=r*c-a*o,_=n*l-i*s,w=n*c-a*s,T=i*c-a*l,k=u*g-f*d,A=u*m-h*d,M=u*v-p*d,S=f*m-h*g,E=f*v-p*g,L=h*v-p*m,C=y*L-x*E+b*S+_*M-w*A+T*k;if(!C)return null;return C=1/C,t[0]=(s*L-l*E+c*S)*C,t[1]=(i*E-n*L-a*S)*C,t[2]=(g*T-m*w+v*_)*C,t[3]=(h*w-f*T-p*_)*C,t[4]=(l*M-o*L-c*A)*C,t[5]=(r*L-i*M+a*A)*C,t[6]=(m*b-d*T-v*x)*C,t[7]=(u*T-h*b+p*x)*C,t[8]=(o*E-s*M+c*k)*C,t[9]=(n*M-r*E-a*k)*C,t[10]=(d*w-g*b+v*y)*C,t[11]=(f*b-u*w-p*y)*C,t[12]=(s*A-o*S-l*k)*C,t[13]=(r*S-n*A+i*k)*C,t[14]=(g*x-d*_-m*y)*C,t[15]=(u*_-f*x+h*y)*C,t}},{}],99:[function(t,e,r){var n=t(\"./identity\");e.exports=function(t,e,r,i){var a,o,s,l,c,u,f,h,p,d,g=e[0],m=e[1],v=e[2],y=i[0],x=i[1],b=i[2],_=r[0],w=r[1],T=r[2];if(Math.abs(g-_)<1e-6&&Math.abs(m-w)<1e-6&&Math.abs(v-T)<1e-6)return n(t);f=g-_,h=m-w,p=v-T,d=1/Math.sqrt(f*f+h*h+p*p),a=x*(p*=d)-b*(h*=d),o=b*(f*=d)-y*p,s=y*h-x*f,(d=Math.sqrt(a*a+o*o+s*s))?(a*=d=1/d,o*=d,s*=d):(a=0,o=0,s=0);l=h*s-p*o,c=p*a-f*s,u=f*o-h*a,(d=Math.sqrt(l*l+c*c+u*u))?(l*=d=1/d,c*=d,u*=d):(l=0,c=0,u=0);return t[0]=a,t[1]=l,t[2]=f,t[3]=0,t[4]=o,t[5]=c,t[6]=h,t[7]=0,t[8]=s,t[9]=u,t[10]=p,t[11]=0,t[12]=-(a*g+o*m+s*v),t[13]=-(l*g+c*m+u*v),t[14]=-(f*g+h*m+p*v),t[15]=1,t}},{\"./identity\":97}],100:[function(t,e,r){e.exports=function(t,e,r){var n=e[0],i=e[1],a=e[2],o=e[3],s=e[4],l=e[5],c=e[6],u=e[7],f=e[8],h=e[9],p=e[10],d=e[11],g=e[12],m=e[13],v=e[14],y=e[15],x=r[0],b=r[1],_=r[2],w=r[3];return t[0]=x*n+b*s+_*f+w*g,t[1]=x*i+b*l+_*h+w*m,t[2]=x*a+b*c+_*p+w*v,t[3]=x*o+b*u+_*d+w*y,x=r[4],b=r[5],_=r[6],w=r[7],t[4]=x*n+b*s+_*f+w*g,t[5]=x*i+b*l+_*h+w*m,t[6]=x*a+b*c+_*p+w*v,t[7]=x*o+b*u+_*d+w*y,x=r[8],b=r[9],_=r[10],w=r[11],t[8]=x*n+b*s+_*f+w*g,t[9]=x*i+b*l+_*h+w*m,t[10]=x*a+b*c+_*p+w*v,t[11]=x*o+b*u+_*d+w*y,x=r[12],b=r[13],_=r[14],w=r[15],t[12]=x*n+b*s+_*f+w*g,t[13]=x*i+b*l+_*h+w*m,t[14]=x*a+b*c+_*p+w*v,t[15]=x*o+b*u+_*d+w*y,t}},{}],101:[function(t,e,r){e.exports=function(t,e,r,n,i,a,o){var s=1/(e-r),l=1/(n-i),c=1/(a-o);return t[0]=-2*s,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=-2*l,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=2*c,t[11]=0,t[12]=(e+r)*s,t[13]=(i+n)*l,t[14]=(o+a)*c,t[15]=1,t}},{}],102:[function(t,e,r){e.exports=function(t,e,r,n,i){var a=1/Math.tan(e/2),o=1/(n-i);return t[0]=a/r,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=a,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=(i+n)*o,t[11]=-1,t[12]=0,t[13]=0,t[14]=2*i*n*o,t[15]=0,t}},{}],103:[function(t,e,r){e.exports=function(t,e,r,n){var i,a,o,s,l,c,u,f,h,p,d,g,m,v,y,x,b,_,w,T,k,A,M,S,E=n[0],L=n[1],C=n[2],P=Math.sqrt(E*E+L*L+C*C);if(Math.abs(P)<1e-6)return null;E*=P=1/P,L*=P,C*=P,i=Math.sin(r),a=Math.cos(r),o=1-a,s=e[0],l=e[1],c=e[2],u=e[3],f=e[4],h=e[5],p=e[6],d=e[7],g=e[8],m=e[9],v=e[10],y=e[11],x=E*E*o+a,b=L*E*o+C*i,_=C*E*o-L*i,w=E*L*o-C*i,T=L*L*o+a,k=C*L*o+E*i,A=E*C*o+L*i,M=L*C*o-E*i,S=C*C*o+a,t[0]=s*x+f*b+g*_,t[1]=l*x+h*b+m*_,t[2]=c*x+p*b+v*_,t[3]=u*x+d*b+y*_,t[4]=s*w+f*T+g*k,t[5]=l*w+h*T+m*k,t[6]=c*w+p*T+v*k,t[7]=u*w+d*T+y*k,t[8]=s*A+f*M+g*S,t[9]=l*A+h*M+m*S,t[10]=c*A+p*M+v*S,t[11]=u*A+d*M+y*S,e!==t&&(t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]);return t}},{}],104:[function(t,e,r){e.exports=function(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[4],o=e[5],s=e[6],l=e[7],c=e[8],u=e[9],f=e[10],h=e[11];e!==t&&(t[0]=e[0],t[1]=e[1],t[2]=e[2],t[3]=e[3],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]);return t[4]=a*i+c*n,t[5]=o*i+u*n,t[6]=s*i+f*n,t[7]=l*i+h*n,t[8]=c*i-a*n,t[9]=u*i-o*n,t[10]=f*i-s*n,t[11]=h*i-l*n,t}},{}],105:[function(t,e,r){e.exports=function(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[0],o=e[1],s=e[2],l=e[3],c=e[8],u=e[9],f=e[10],h=e[11];e!==t&&(t[4]=e[4],t[5]=e[5],t[6]=e[6],t[7]=e[7],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]);return t[0]=a*i-c*n,t[1]=o*i-u*n,t[2]=s*i-f*n,t[3]=l*i-h*n,t[8]=a*n+c*i,t[9]=o*n+u*i,t[10]=s*n+f*i,t[11]=l*n+h*i,t}},{}],106:[function(t,e,r){e.exports=function(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[0],o=e[1],s=e[2],l=e[3],c=e[4],u=e[5],f=e[6],h=e[7];e!==t&&(t[8]=e[8],t[9]=e[9],t[10]=e[10],t[11]=e[11],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]);return t[0]=a*i+c*n,t[1]=o*i+u*n,t[2]=s*i+f*n,t[3]=l*i+h*n,t[4]=c*i-a*n,t[5]=u*i-o*n,t[6]=f*i-s*n,t[7]=h*i-l*n,t}},{}],107:[function(t,e,r){e.exports=function(t,e,r){var n=r[0],i=r[1],a=r[2];return t[0]=e[0]*n,t[1]=e[1]*n,t[2]=e[2]*n,t[3]=e[3]*n,t[4]=e[4]*i,t[5]=e[5]*i,t[6]=e[6]*i,t[7]=e[7]*i,t[8]=e[8]*a,t[9]=e[9]*a,t[10]=e[10]*a,t[11]=e[11]*a,t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15],t}},{}],108:[function(t,e,r){e.exports=function(t,e,r){var n,i,a,o,s,l,c,u,f,h,p,d,g=r[0],m=r[1],v=r[2];e===t?(t[12]=e[0]*g+e[4]*m+e[8]*v+e[12],t[13]=e[1]*g+e[5]*m+e[9]*v+e[13],t[14]=e[2]*g+e[6]*m+e[10]*v+e[14],t[15]=e[3]*g+e[7]*m+e[11]*v+e[15]):(n=e[0],i=e[1],a=e[2],o=e[3],s=e[4],l=e[5],c=e[6],u=e[7],f=e[8],h=e[9],p=e[10],d=e[11],t[0]=n,t[1]=i,t[2]=a,t[3]=o,t[4]=s,t[5]=l,t[6]=c,t[7]=u,t[8]=f,t[9]=h,t[10]=p,t[11]=d,t[12]=n*g+s*m+f*v+e[12],t[13]=i*g+l*m+h*v+e[13],t[14]=a*g+c*m+p*v+e[14],t[15]=o*g+u*m+d*v+e[15]);return t}},{}],109:[function(t,e,r){e.exports=function(t,e){if(t===e){var r=e[1],n=e[2],i=e[3],a=e[6],o=e[7],s=e[11];t[1]=e[4],t[2]=e[8],t[3]=e[12],t[4]=r,t[6]=e[9],t[7]=e[13],t[8]=n,t[9]=a,t[11]=e[14],t[12]=i,t[13]=o,t[14]=s}else t[0]=e[0],t[1]=e[4],t[2]=e[8],t[3]=e[12],t[4]=e[1],t[5]=e[5],t[6]=e[9],t[7]=e[13],t[8]=e[2],t[9]=e[6],t[10]=e[10],t[11]=e[14],t[12]=e[3],t[13]=e[7],t[14]=e[11],t[15]=e[15];return t}},{}],110:[function(t,e,r){\"use strict\";var n=t(\"barycentric\"),i=t(\"polytope-closest-point/lib/closest_point_2d.js\");function a(t,e){for(var r=[0,0,0,0],n=0;n<4;++n)for(var i=0;i<4;++i)r[i]+=t[4*n+i]*e[n];return r}function o(t,e,r,n,i){for(var o=a(n,a(r,a(e,[t[0],t[1],t[2],1]))),s=0;s<3;++s)o[s]/=o[3];return[.5*i[0]*(1+o[0]),.5*i[1]*(1-o[1])]}function s(t,e){for(var r=[0,0,0],n=0;n<t.length;++n)for(var i=t[n],a=e[n],o=0;o<3;++o)r[o]+=a*i[o];return r}e.exports=function(t,e,r,a,l,c){if(1===t.length)return[0,t[0].slice()];for(var u=new Array(t.length),f=0;f<t.length;++f)u[f]=o(t[f],r,a,l,c);var h=0,p=1/0;for(f=0;f<u.length;++f){for(var d=0,g=0;g<2;++g)d+=Math.pow(u[f][g]-e[g],2);d<p&&(p=d,h=f)}var m=function(t,e){if(2===t.length){for(var r=0,a=0,o=0;o<2;++o)r+=Math.pow(e[o]-t[0][o],2),a+=Math.pow(e[o]-t[1][o],2);return r=Math.sqrt(r),a=Math.sqrt(a),r+a<1e-6?[1,0]:[a/(r+a),r/(a+r)]}if(3===t.length){var s=[0,0];return i(t[0],t[1],t[2],e,s),n(t,s)}return[]}(u,e),v=0;for(f=0;f<3;++f){if(m[f]<-.001||m[f]>1.0001)return null;v+=m[f]}if(Math.abs(v-1)>.001)return null;return[h,s(t,m),m]}},{barycentric:14,\"polytope-closest-point/lib/closest_point_2d.js\":270}],111:[function(t,e,r){var n=t(\"glslify\"),i=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position, normal;\\nattribute vec4 color;\\nattribute vec2 uv;\\n\\nuniform mat4 model\\n           , view\\n           , projection\\n           , inverseModel;\\nuniform vec3 eyePosition\\n           , lightPosition;\\n\\nvarying vec3 f_normal\\n           , f_lightDirection\\n           , f_eyeDirection\\n           , f_data;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvec4 project(vec3 p) {\\n  return projection * view * model * vec4(p, 1.0);\\n}\\n\\nvoid main() {\\n  gl_Position      = project(position);\\n\\n  //Lighting geometry parameters\\n  vec4 cameraCoordinate = view * vec4(position , 1.0);\\n  cameraCoordinate.xyz /= cameraCoordinate.w;\\n  f_lightDirection = lightPosition - cameraCoordinate.xyz;\\n  f_eyeDirection   = eyePosition - cameraCoordinate.xyz;\\n  f_normal  = normalize((vec4(normal, 0.0) * inverseModel).xyz);\\n\\n  f_color          = color;\\n  f_data           = position;\\n  f_uv             = uv;\\n}\\n\"]),a=n([\"#extension GL_OES_standard_derivatives : enable\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nfloat beckmannDistribution(float x, float roughness) {\\n  float NdotH = max(x, 0.0001);\\n  float cos2Alpha = NdotH * NdotH;\\n  float tan2Alpha = (cos2Alpha - 1.0) / cos2Alpha;\\n  float roughness2 = roughness * roughness;\\n  float denom = 3.141592653589793 * roughness2 * cos2Alpha * cos2Alpha;\\n  return exp(tan2Alpha / roughness2) / denom;\\n}\\n\\nfloat cookTorranceSpecular(\\n  vec3 lightDirection,\\n  vec3 viewDirection,\\n  vec3 surfaceNormal,\\n  float roughness,\\n  float fresnel) {\\n\\n  float VdotN = max(dot(viewDirection, surfaceNormal), 0.0);\\n  float LdotN = max(dot(lightDirection, surfaceNormal), 0.0);\\n\\n  //Half angle vector\\n  vec3 H = normalize(lightDirection + viewDirection);\\n\\n  //Geometric term\\n  float NdotH = max(dot(surfaceNormal, H), 0.0);\\n  float VdotH = max(dot(viewDirection, H), 0.000001);\\n  float LdotH = max(dot(lightDirection, H), 0.000001);\\n  float G1 = (2.0 * NdotH * VdotN) / VdotH;\\n  float G2 = (2.0 * NdotH * LdotN) / LdotH;\\n  float G = min(1.0, min(G1, G2));\\n  \\n  //Distribution term\\n  float D = beckmannDistribution(NdotH, roughness);\\n\\n  //Fresnel term\\n  float F = pow(1.0 - VdotN, fresnel);\\n\\n  //Multiply terms and done\\n  return  G * F * D / max(3.14159265 * VdotN, 0.000001);\\n}\\n\\n//#pragma glslify: beckmann = require(glsl-specular-beckmann) // used in gl-surface3d\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 clipBounds[2];\\nuniform float roughness\\n            , fresnel\\n            , kambient\\n            , kdiffuse\\n            , kspecular;\\nuniform sampler2D texture;\\n\\nvarying vec3 f_normal\\n           , f_lightDirection\\n           , f_eyeDirection\\n           , f_data;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if (f_color.a == 0.0 ||\\n    outOfRange(clipBounds[0], clipBounds[1], f_data)\\n  ) discard;\\n\\n  vec3 N = normalize(f_normal);\\n  vec3 L = normalize(f_lightDirection);\\n  vec3 V = normalize(f_eyeDirection);\\n\\n  if(gl_FrontFacing) {\\n    N = -N;\\n  }\\n\\n  float specular = min(1.0, max(0.0, cookTorranceSpecular(L, V, N, roughness, fresnel)));\\n  //float specular = max(0.0, beckmann(L, V, N, roughness)); // used in gl-surface3d\\n\\n  float diffuse  = min(kambient + kdiffuse * max(dot(N, L), 0.0), 1.0);\\n\\n  vec4 surfaceColor = vec4(f_color.rgb, 1.0) * texture2D(texture, f_uv);\\n  vec4 litColor = surfaceColor.a * vec4(diffuse * surfaceColor.rgb + kspecular * vec3(1,1,1) * specular,  1.0);\\n\\n  gl_FragColor = litColor * f_color.a;\\n}\\n\"]),o=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 uv;\\n\\nuniform mat4 model, view, projection;\\n\\nvarying vec4 f_color;\\nvarying vec3 f_data;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n  f_color = color;\\n  f_data  = position;\\n  f_uv    = uv;\\n}\"]),s=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 clipBounds[2];\\nuniform sampler2D texture;\\nuniform float opacity;\\n\\nvarying vec4 f_color;\\nvarying vec3 f_data;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_data)) discard;\\n\\n  gl_FragColor = f_color * texture2D(texture, f_uv) * opacity;\\n}\"]),l=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 uv;\\nattribute float pointSize;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], position)) {\\n\\n    gl_Position = vec4(0.0, 0.0 ,0.0 ,0.0);\\n  } else {\\n    gl_Position = projection * view * model * vec4(position, 1.0);\\n  }\\n  gl_PointSize = pointSize;\\n  f_color = color;\\n  f_uv = uv;\\n}\"]),c=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform sampler2D texture;\\nuniform float opacity;\\n\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  vec2 pointR = gl_PointCoord.xy - vec2(0.5, 0.5);\\n  if(dot(pointR, pointR) > 0.25) {\\n    discard;\\n  }\\n  gl_FragColor = f_color * texture2D(texture, f_uv) * opacity;\\n}\"]),u=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n  f_id        = id;\\n  f_position  = position;\\n}\"]),f=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3  clipBounds[2];\\nuniform float pickId;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_position)) discard;\\n\\n  gl_FragColor = vec4(pickId, f_id.xyz);\\n}\"]),h=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nattribute vec3  position;\\nattribute float pointSize;\\nattribute vec4  id;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], position)) {\\n\\n    gl_Position = vec4(0.0, 0.0, 0.0, 0.0);\\n  } else {\\n    gl_Position  = projection * view * model * vec4(position, 1.0);\\n    gl_PointSize = pointSize;\\n  }\\n  f_id         = id;\\n  f_position   = position;\\n}\"]),p=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec3 position;\\n\\nuniform mat4 model, view, projection;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n}\"]),d=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nuniform vec3 contourColor;\\n\\nvoid main() {\\n  gl_FragColor = vec4(contourColor, 1.0);\\n}\\n\"]);r.meshShader={vertex:i,fragment:a,attributes:[{name:\"position\",type:\"vec3\"},{name:\"normal\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"}]},r.wireShader={vertex:o,fragment:s,attributes:[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"}]},r.pointShader={vertex:l,fragment:c,attributes:[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"},{name:\"pointSize\",type:\"float\"}]},r.pickShader={vertex:u,fragment:f,attributes:[{name:\"position\",type:\"vec3\"},{name:\"id\",type:\"vec4\"}]},r.pointPickShader={vertex:h,fragment:f,attributes:[{name:\"position\",type:\"vec3\"},{name:\"pointSize\",type:\"float\"},{name:\"id\",type:\"vec4\"}]},r.contourShader={vertex:p,fragment:d,attributes:[{name:\"position\",type:\"vec3\"}]}},{glslify:231}],112:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=t(\"gl-buffer\"),a=t(\"gl-vao\"),o=t(\"gl-texture2d\"),s=t(\"normals\"),l=t(\"gl-mat4/multiply\"),c=t(\"gl-mat4/invert\"),u=t(\"ndarray\"),f=t(\"colormap\"),h=t(\"simplicial-complex-contour\"),p=t(\"typedarray-pool\"),d=t(\"./lib/shaders\"),g=t(\"./lib/closest-point\"),m=d.meshShader,v=d.wireShader,y=d.pointShader,x=d.pickShader,b=d.pointPickShader,_=d.contourShader,w=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1];function T(t,e,r,n,i,a,o,s,l,c,u,f,h,p,d,g,m,v,y,x,b,_,T,k,A,M,S){this.gl=t,this.pixelRatio=1,this.cells=[],this.positions=[],this.intensity=[],this.texture=e,this.dirty=!0,this.triShader=r,this.lineShader=n,this.pointShader=i,this.pickShader=a,this.pointPickShader=o,this.contourShader=s,this.trianglePositions=l,this.triangleColors=u,this.triangleNormals=h,this.triangleUVs=f,this.triangleIds=c,this.triangleVAO=p,this.triangleCount=0,this.lineWidth=1,this.edgePositions=d,this.edgeColors=m,this.edgeUVs=v,this.edgeIds=g,this.edgeVAO=y,this.edgeCount=0,this.pointPositions=x,this.pointColors=_,this.pointUVs=T,this.pointSizes=k,this.pointIds=b,this.pointVAO=A,this.pointCount=0,this.contourLineWidth=1,this.contourPositions=M,this.contourVAO=S,this.contourCount=0,this.contourColor=[0,0,0],this.contourEnable=!0,this.pickVertex=!0,this.pickId=1,this.bounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],this.clipBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.lightPosition=[1e5,1e5,0],this.ambientLight=.8,this.diffuseLight=.8,this.specularLight=2,this.roughness=.5,this.fresnel=1.5,this.opacity=1,this.hasAlpha=!1,this.opacityscale=!1,this._model=w,this._view=w,this._projection=w,this._resolution=[1,1]}var k=T.prototype;function A(t,e){if(!e)return 1;if(!e.length)return 1;for(var r=0;r<e.length;++r){if(e.length<2)return 1;if(e[r][0]===t)return e[r][1];if(e[r][0]>t&&r>0){var n=(e[r][0]-t)/(e[r][0]-e[r-1][0]);return e[r][1]*(1-n)+n*e[r-1][1]}}return 1}function M(t){var e=n(t,m.vertex,m.fragment);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e.attributes.normal.location=4,e}function S(t){var e=n(t,v.vertex,v.fragment);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e}function E(t){var e=n(t,y.vertex,y.fragment);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e.attributes.pointSize.location=4,e}function L(t){var e=n(t,x.vertex,x.fragment);return e.attributes.position.location=0,e.attributes.id.location=1,e}function C(t){var e=n(t,b.vertex,b.fragment);return e.attributes.position.location=0,e.attributes.id.location=1,e.attributes.pointSize.location=4,e}function P(t){var e=n(t,_.vertex,_.fragment);return e.attributes.position.location=0,e}k.isOpaque=function(){return!this.hasAlpha},k.isTransparent=function(){return this.hasAlpha},k.pickSlots=1,k.setPickBase=function(t){this.pickId=t},k.highlight=function(t){if(t&&this.contourEnable){for(var e=h(this.cells,this.intensity,t.intensity),r=e.cells,n=e.vertexIds,i=e.vertexWeights,a=r.length,o=p.mallocFloat32(6*a),s=0,l=0;l<a;++l)for(var c=r[l],u=0;u<2;++u){var f=c[0];2===c.length&&(f=c[u]);for(var d=n[f][0],g=n[f][1],m=i[f],v=1-m,y=this.positions[d],x=this.positions[g],b=0;b<3;++b)o[s++]=m*y[b]+v*x[b]}this.contourCount=s/3|0,this.contourPositions.update(o.subarray(0,s)),p.free(o)}else this.contourCount=0},k.update=function(t){t=t||{};var e=this.gl;this.dirty=!0,\"contourEnable\"in t&&(this.contourEnable=t.contourEnable),\"contourColor\"in t&&(this.contourColor=t.contourColor),\"lineWidth\"in t&&(this.lineWidth=t.lineWidth),\"lightPosition\"in t&&(this.lightPosition=t.lightPosition),this.hasAlpha=!1,\"opacity\"in t&&(this.opacity=t.opacity,this.opacity<1&&(this.hasAlpha=!0)),\"opacityscale\"in t&&(this.opacityscale=t.opacityscale,this.hasAlpha=!0),\"ambient\"in t&&(this.ambientLight=t.ambient),\"diffuse\"in t&&(this.diffuseLight=t.diffuse),\"specular\"in t&&(this.specularLight=t.specular),\"roughness\"in t&&(this.roughness=t.roughness),\"fresnel\"in t&&(this.fresnel=t.fresnel),t.texture?(this.texture.dispose(),this.texture=o(e,t.texture)):t.colormap&&(this.texture.shape=[256,256],this.texture.minFilter=e.LINEAR_MIPMAP_LINEAR,this.texture.magFilter=e.LINEAR,this.texture.setPixels(function(t,e){for(var r=f({colormap:t,nshades:256,format:\"rgba\"}),n=new Uint8Array(1024),i=0;i<256;++i){for(var a=r[i],o=0;o<3;++o)n[4*i+o]=a[o];n[4*i+3]=e?255*A(i/255,e):255*a[3]}return u(n,[256,256,4],[4,0,1])}(t.colormap,this.opacityscale)),this.texture.generateMipmap());var r=t.cells,n=t.positions;if(n&&r){var i=[],a=[],l=[],c=[],h=[],p=[],d=[],g=[],m=[],v=[],y=[],x=[],b=[],_=[];this.cells=r,this.positions=n;var w=t.vertexNormals,T=t.cellNormals,k=void 0===t.vertexNormalsEpsilon?1e-6:t.vertexNormalsEpsilon,M=void 0===t.faceNormalsEpsilon?1e-6:t.faceNormalsEpsilon;t.useFacetNormals&&!T&&(T=s.faceNormals(r,n,M)),T||w||(w=s.vertexNormals(r,n,k));var S=t.vertexColors,E=t.cellColors,L=t.meshColor||[1,1,1,1],C=t.vertexUVs,P=t.vertexIntensity,I=t.cellUVs,O=t.cellIntensity,z=1/0,D=-1/0;if(!C&&!I)if(P)if(t.vertexIntensityBounds)z=+t.vertexIntensityBounds[0],D=+t.vertexIntensityBounds[1];else for(var R=0;R<P.length;++R){var F=P[R];z=Math.min(z,F),D=Math.max(D,F)}else if(O)if(t.cellIntensityBounds)z=+t.cellIntensityBounds[0],D=+t.cellIntensityBounds[1];else for(R=0;R<O.length;++R){F=O[R];z=Math.min(z,F),D=Math.max(D,F)}else for(R=0;R<n.length;++R){F=n[R][2];z=Math.min(z,F),D=Math.max(D,F)}this.intensity=P||(O||function(t){for(var e=t.length,r=new Array(e),n=0;n<e;++n)r[n]=t[n][2];return r}(n)),this.pickVertex=!(O||E);var B=t.pointSizes,N=t.pointSize||1;this.bounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]];for(R=0;R<n.length;++R)for(var j=n[R],U=0;U<3;++U)!isNaN(j[U])&&isFinite(j[U])&&(this.bounds[0][U]=Math.min(this.bounds[0][U],j[U]),this.bounds[1][U]=Math.max(this.bounds[1][U],j[U]));var V=0,H=0,q=0;t:for(R=0;R<r.length;++R){var G=r[R];switch(G.length){case 1:for(j=n[W=G[0]],U=0;U<3;++U)if(isNaN(j[U])||!isFinite(j[U]))continue t;v.push(j[0],j[1],j[2]),X=S?S[W]:E?E[R]:L,this.opacityscale&&P?a.push(X[0],X[1],X[2],this.opacity*A((P[W]-z)/(D-z),this.opacityscale)):3===X.length?y.push(X[0],X[1],X[2],this.opacity):(y.push(X[0],X[1],X[2],X[3]*this.opacity),X[3]<1&&(this.hasAlpha=!0)),Z=C?C[W]:P?[(P[W]-z)/(D-z),0]:I?I[R]:O?[(O[R]-z)/(D-z),0]:[(j[2]-z)/(D-z),0],x.push(Z[0],Z[1]),B?b.push(B[W]):b.push(N),_.push(R),q+=1;break;case 2:for(U=0;U<2;++U){j=n[W=G[U]];for(var Y=0;Y<3;++Y)if(isNaN(j[Y])||!isFinite(j[Y]))continue t}for(U=0;U<2;++U){j=n[W=G[U]];p.push(j[0],j[1],j[2]),X=S?S[W]:E?E[R]:L,this.opacityscale&&P?a.push(X[0],X[1],X[2],this.opacity*A((P[W]-z)/(D-z),this.opacityscale)):3===X.length?d.push(X[0],X[1],X[2],this.opacity):(d.push(X[0],X[1],X[2],X[3]*this.opacity),X[3]<1&&(this.hasAlpha=!0)),Z=C?C[W]:P?[(P[W]-z)/(D-z),0]:I?I[R]:O?[(O[R]-z)/(D-z),0]:[(j[2]-z)/(D-z),0],g.push(Z[0],Z[1]),m.push(R)}H+=1;break;case 3:for(U=0;U<3;++U)for(j=n[W=G[U]],Y=0;Y<3;++Y)if(isNaN(j[Y])||!isFinite(j[Y]))continue t;for(U=0;U<3;++U){var W,X,Z,J;j=n[W=G[2-U]];i.push(j[0],j[1],j[2]),(X=S?S[W]:E?E[R]:L)?this.opacityscale&&P?a.push(X[0],X[1],X[2],this.opacity*A((P[W]-z)/(D-z),this.opacityscale)):3===X.length?a.push(X[0],X[1],X[2],this.opacity):(a.push(X[0],X[1],X[2],X[3]*this.opacity),X[3]<1&&(this.hasAlpha=!0)):a.push(.5,.5,.5,1),Z=C?C[W]:P?[(P[W]-z)/(D-z),0]:I?I[R]:O?[(O[R]-z)/(D-z),0]:[(j[2]-z)/(D-z),0],c.push(Z[0],Z[1]),J=w?w[W]:T[R],l.push(J[0],J[1],J[2]),h.push(R)}V+=1}}this.pointCount=q,this.edgeCount=H,this.triangleCount=V,this.pointPositions.update(v),this.pointColors.update(y),this.pointUVs.update(x),this.pointSizes.update(b),this.pointIds.update(new Uint32Array(_)),this.edgePositions.update(p),this.edgeColors.update(d),this.edgeUVs.update(g),this.edgeIds.update(new Uint32Array(m)),this.trianglePositions.update(i),this.triangleColors.update(a),this.triangleUVs.update(c),this.triangleNormals.update(l),this.triangleIds.update(new Uint32Array(h))}},k.drawTransparent=k.draw=function(t){t=t||{};for(var e=this.gl,r=t.model||w,n=t.view||w,i=t.projection||w,a=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],o=0;o<3;++o)a[0][o]=Math.max(a[0][o],this.clipBounds[0][o]),a[1][o]=Math.min(a[1][o],this.clipBounds[1][o]);var s={model:r,view:n,projection:i,inverseModel:w.slice(),clipBounds:a,kambient:this.ambientLight,kdiffuse:this.diffuseLight,kspecular:this.specularLight,roughness:this.roughness,fresnel:this.fresnel,eyePosition:[0,0,0],lightPosition:[0,0,0],contourColor:this.contourColor,texture:0};s.inverseModel=c(s.inverseModel,s.model),e.disable(e.CULL_FACE),this.texture.bind(0);var u=new Array(16);l(u,s.view,s.model),l(u,s.projection,u),c(u,u);for(o=0;o<3;++o)s.eyePosition[o]=u[12+o]/u[15];var f,h=u[15];for(o=0;o<3;++o)h+=this.lightPosition[o]*u[4*o+3];for(o=0;o<3;++o){for(var p=u[12+o],d=0;d<3;++d)p+=u[4*d+o]*this.lightPosition[d];s.lightPosition[o]=p/h}this.triangleCount>0&&((f=this.triShader).bind(),f.uniforms=s,this.triangleVAO.bind(),e.drawArrays(e.TRIANGLES,0,3*this.triangleCount),this.triangleVAO.unbind());this.edgeCount>0&&this.lineWidth>0&&((f=this.lineShader).bind(),f.uniforms=s,this.edgeVAO.bind(),e.lineWidth(this.lineWidth*this.pixelRatio),e.drawArrays(e.LINES,0,2*this.edgeCount),this.edgeVAO.unbind());this.pointCount>0&&((f=this.pointShader).bind(),f.uniforms=s,this.pointVAO.bind(),e.drawArrays(e.POINTS,0,this.pointCount),this.pointVAO.unbind());this.contourEnable&&this.contourCount>0&&this.contourLineWidth>0&&((f=this.contourShader).bind(),f.uniforms=s,this.contourVAO.bind(),e.drawArrays(e.LINES,0,this.contourCount),this.contourVAO.unbind())},k.drawPick=function(t){t=t||{};for(var e=this.gl,r=t.model||w,n=t.view||w,i=t.projection||w,a=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],o=0;o<3;++o)a[0][o]=Math.max(a[0][o],this.clipBounds[0][o]),a[1][o]=Math.min(a[1][o],this.clipBounds[1][o]);this._model=[].slice.call(r),this._view=[].slice.call(n),this._projection=[].slice.call(i),this._resolution=[e.drawingBufferWidth,e.drawingBufferHeight];var s,l={model:r,view:n,projection:i,clipBounds:a,pickId:this.pickId/255};((s=this.pickShader).bind(),s.uniforms=l,this.triangleCount>0&&(this.triangleVAO.bind(),e.drawArrays(e.TRIANGLES,0,3*this.triangleCount),this.triangleVAO.unbind()),this.edgeCount>0&&(this.edgeVAO.bind(),e.lineWidth(this.lineWidth*this.pixelRatio),e.drawArrays(e.LINES,0,2*this.edgeCount),this.edgeVAO.unbind()),this.pointCount>0)&&((s=this.pointPickShader).bind(),s.uniforms=l,this.pointVAO.bind(),e.drawArrays(e.POINTS,0,this.pointCount),this.pointVAO.unbind())},k.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;for(var e=t.value[0]+256*t.value[1]+65536*t.value[2],r=this.cells[e],n=this.positions,i=new Array(r.length),a=0;a<r.length;++a)i[a]=n[r[a]];var o=t.coord[0],s=t.coord[1];if(!this.pickVertex){var l=this.positions[r[0]],c=this.positions[r[1]],u=this.positions[r[2]],f=[(l[0]+c[0]+u[0])/3,(l[1]+c[1]+u[1])/3,(l[2]+c[2]+u[2])/3];return{_cellCenter:!0,position:[o,s],index:e,cell:r,cellId:e,intensity:this.intensity[e],dataCoordinate:f}}var h=g(i,[o*this.pixelRatio,this._resolution[1]-s*this.pixelRatio],this._model,this._view,this._projection,this._resolution);if(!h)return null;var p=h[2],d=0;for(a=0;a<r.length;++a)d+=p[a]*this.intensity[r[a]];return{position:h[1],index:r[h[0]],cell:r,cellId:e,intensity:d,dataCoordinate:this.positions[r[h[0]]]}},k.dispose=function(){this.texture.dispose(),this.triShader.dispose(),this.lineShader.dispose(),this.pointShader.dispose(),this.pickShader.dispose(),this.pointPickShader.dispose(),this.triangleVAO.dispose(),this.trianglePositions.dispose(),this.triangleColors.dispose(),this.triangleUVs.dispose(),this.triangleNormals.dispose(),this.triangleIds.dispose(),this.edgeVAO.dispose(),this.edgePositions.dispose(),this.edgeColors.dispose(),this.edgeUVs.dispose(),this.edgeIds.dispose(),this.pointVAO.dispose(),this.pointPositions.dispose(),this.pointColors.dispose(),this.pointUVs.dispose(),this.pointSizes.dispose(),this.pointIds.dispose(),this.contourVAO.dispose(),this.contourPositions.dispose(),this.contourShader.dispose()},e.exports=function(t,e){1===arguments.length&&(t=(e=t).gl);var r=t.getExtension(\"OES_standard_derivatives\")||t.getExtension(\"MOZ_OES_standard_derivatives\")||t.getExtension(\"WEBKIT_OES_standard_derivatives\");if(!r)throw new Error(\"derivatives not supported\");var n=M(t),s=S(t),l=E(t),c=L(t),f=C(t),h=P(t),p=o(t,u(new Uint8Array([255,255,255,255]),[1,1,4]));p.generateMipmap(),p.minFilter=t.LINEAR_MIPMAP_LINEAR,p.magFilter=t.LINEAR;var d=i(t),g=i(t),m=i(t),v=i(t),y=i(t),x=a(t,[{buffer:d,type:t.FLOAT,size:3},{buffer:y,type:t.UNSIGNED_BYTE,size:4,normalized:!0},{buffer:g,type:t.FLOAT,size:4},{buffer:m,type:t.FLOAT,size:2},{buffer:v,type:t.FLOAT,size:3}]),b=i(t),_=i(t),w=i(t),k=i(t),A=a(t,[{buffer:b,type:t.FLOAT,size:3},{buffer:k,type:t.UNSIGNED_BYTE,size:4,normalized:!0},{buffer:_,type:t.FLOAT,size:4},{buffer:w,type:t.FLOAT,size:2}]),I=i(t),O=i(t),z=i(t),D=i(t),R=i(t),F=a(t,[{buffer:I,type:t.FLOAT,size:3},{buffer:R,type:t.UNSIGNED_BYTE,size:4,normalized:!0},{buffer:O,type:t.FLOAT,size:4},{buffer:z,type:t.FLOAT,size:2},{buffer:D,type:t.FLOAT,size:1}]),B=i(t),N=a(t,[{buffer:B,type:t.FLOAT,size:3}]),j=new T(t,p,n,s,l,c,f,h,d,y,g,m,v,x,b,k,_,w,A,I,R,O,z,D,F,B,N);return j.update(e),j}},{\"./lib/closest-point\":110,\"./lib/shaders\":111,colormap:53,\"gl-buffer\":78,\"gl-mat4/invert\":98,\"gl-mat4/multiply\":100,\"gl-shader\":132,\"gl-texture2d\":146,\"gl-vao\":150,ndarray:259,normals:261,\"simplicial-complex-contour\":291,\"typedarray-pool\":308}],113:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=n(e,[0,0,0,1,1,0,1,1]),s=i(e,a.boxVert,a.lineFrag);return new o(t,r,s)};var n=t(\"gl-buffer\"),i=t(\"gl-shader\"),a=t(\"./shaders\");function o(t,e,r){this.plot=t,this.vbo=e,this.shader=r}var s,l,c=o.prototype;c.bind=function(){var t=this.shader;this.vbo.bind(),this.shader.bind(),t.attributes.coord.pointer(),t.uniforms.screenBox=this.plot.screenBox},c.drawBox=(s=[0,0],l=[0,0],function(t,e,r,n,i){var a=this.plot,o=this.shader,c=a.gl;s[0]=t,s[1]=e,l[0]=r,l[1]=n,o.uniforms.lo=s,o.uniforms.hi=l,o.uniforms.color=i,c.drawArrays(c.TRIANGLE_STRIP,0,4)}),c.dispose=function(){this.vbo.dispose(),this.shader.dispose()}},{\"./shaders\":116,\"gl-buffer\":78,\"gl-shader\":132}],114:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=n(e),a=i(e,o.gridVert,o.gridFrag),l=i(e,o.tickVert,o.gridFrag);return new s(t,r,a,l)};var n=t(\"gl-buffer\"),i=t(\"gl-shader\"),a=t(\"binary-search-bounds\"),o=t(\"./shaders\");function s(t,e,r,n){this.plot=t,this.vbo=e,this.shader=r,this.tickShader=n,this.ticks=[[],[]]}function l(t,e){return t-e}var c,u,f,h,p,d=s.prototype;d.draw=(c=[0,0],u=[0,0],f=[0,0],function(){for(var t=this.plot,e=this.vbo,r=this.shader,n=this.ticks,i=t.gl,a=t._tickBounds,o=t.dataBox,s=t.viewBox,l=t.gridLineWidth,h=t.gridLineColor,p=t.gridLineEnable,d=t.pixelRatio,g=0;g<2;++g){var m=a[g],v=a[g+2]-m,y=.5*(o[g+2]+o[g]),x=o[g+2]-o[g];u[g]=2*v/x,c[g]=2*(m-y)/x}r.bind(),e.bind(),r.attributes.dataCoord.pointer(),r.uniforms.dataShift=c,r.uniforms.dataScale=u;var b=0;for(g=0;g<2;++g){f[0]=f[1]=0,f[g]=1,r.uniforms.dataAxis=f,r.uniforms.lineWidth=l[g]/(s[g+2]-s[g])*d,r.uniforms.color=h[g];var _=6*n[g].length;p[g]&&_&&i.drawArrays(i.TRIANGLES,b,_),b+=_}}),d.drawTickMarks=function(){var t=[0,0],e=[0,0],r=[1,0],n=[0,1],i=[0,0],o=[0,0];return function(){for(var s=this.plot,c=this.vbo,u=this.tickShader,f=this.ticks,h=s.gl,p=s._tickBounds,d=s.dataBox,g=s.viewBox,m=s.pixelRatio,v=s.screenBox,y=v[2]-v[0],x=v[3]-v[1],b=g[2]-g[0],_=g[3]-g[1],w=0;w<2;++w){var T=p[w],k=p[w+2]-T,A=.5*(d[w+2]+d[w]),M=d[w+2]-d[w];e[w]=2*k/M,t[w]=2*(T-A)/M}e[0]*=b/y,t[0]*=b/y,e[1]*=_/x,t[1]*=_/x,u.bind(),c.bind(),u.attributes.dataCoord.pointer();var S=u.uniforms;S.dataShift=t,S.dataScale=e;var E=s.tickMarkLength,L=s.tickMarkWidth,C=s.tickMarkColor,P=6*f[0].length,I=Math.min(a.ge(f[0],(d[0]-p[0])/(p[2]-p[0]),l),f[0].length),O=Math.min(a.gt(f[0],(d[2]-p[0])/(p[2]-p[0]),l),f[0].length),z=0+6*I,D=6*Math.max(0,O-I),R=Math.min(a.ge(f[1],(d[1]-p[1])/(p[3]-p[1]),l),f[1].length),F=Math.min(a.gt(f[1],(d[3]-p[1])/(p[3]-p[1]),l),f[1].length),B=P+6*R,N=6*Math.max(0,F-R);i[0]=2*(g[0]-E[1])/y-1,i[1]=(g[3]+g[1])/x-1,o[0]=E[1]*m/y,o[1]=L[1]*m/x,N&&(S.color=C[1],S.tickScale=o,S.dataAxis=n,S.screenOffset=i,h.drawArrays(h.TRIANGLES,B,N)),i[0]=(g[2]+g[0])/y-1,i[1]=2*(g[1]-E[0])/x-1,o[0]=L[0]*m/y,o[1]=E[0]*m/x,D&&(S.color=C[0],S.tickScale=o,S.dataAxis=r,S.screenOffset=i,h.drawArrays(h.TRIANGLES,z,D)),i[0]=2*(g[2]+E[3])/y-1,i[1]=(g[3]+g[1])/x-1,o[0]=E[3]*m/y,o[1]=L[3]*m/x,N&&(S.color=C[3],S.tickScale=o,S.dataAxis=n,S.screenOffset=i,h.drawArrays(h.TRIANGLES,B,N)),i[0]=(g[2]+g[0])/y-1,i[1]=2*(g[3]+E[2])/x-1,o[0]=L[2]*m/y,o[1]=E[2]*m/x,D&&(S.color=C[2],S.tickScale=o,S.dataAxis=r,S.screenOffset=i,h.drawArrays(h.TRIANGLES,z,D))}}(),d.update=(h=[1,1,-1,-1,1,-1],p=[1,-1,1,1,-1,-1],function(t){for(var e=t.ticks,r=t.bounds,n=new Float32Array(18*(e[0].length+e[1].length)),i=(this.plot.zeroLineEnable,0),a=[[],[]],o=0;o<2;++o)for(var s=a[o],l=e[o],c=r[o],u=r[o+2],f=0;f<l.length;++f){var d=(l[f].x-c)/(u-c);s.push(d);for(var g=0;g<6;++g)n[i++]=d,n[i++]=h[g],n[i++]=p[g]}this.ticks=a,this.vbo.update(n)}),d.dispose=function(){this.vbo.dispose(),this.shader.dispose(),this.tickShader.dispose()}},{\"./shaders\":116,\"binary-search-bounds\":31,\"gl-buffer\":78,\"gl-shader\":132}],115:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=n(e,[-1,-1,-1,1,1,-1,1,1]),s=i(e,a.lineVert,a.lineFrag);return new o(t,r,s)};var n=t(\"gl-buffer\"),i=t(\"gl-shader\"),a=t(\"./shaders\");function o(t,e,r){this.plot=t,this.vbo=e,this.shader=r}var s,l,c=o.prototype;c.bind=function(){var t=this.shader;this.vbo.bind(),this.shader.bind(),t.attributes.coord.pointer(),t.uniforms.screenBox=this.plot.screenBox},c.drawLine=(s=[0,0],l=[0,0],function(t,e,r,n,i,a){var o=this.plot,c=this.shader,u=o.gl;s[0]=t,s[1]=e,l[0]=r,l[1]=n,c.uniforms.start=s,c.uniforms.end=l,c.uniforms.width=i*o.pixelRatio,c.uniforms.color=a,u.drawArrays(u.TRIANGLE_STRIP,0,4)}),c.dispose=function(){this.vbo.dispose(),this.shader.dispose()}},{\"./shaders\":116,\"gl-buffer\":78,\"gl-shader\":132}],116:[function(t,e,r){\"use strict\";var n=t(\"glslify\"),i=n([\"precision lowp float;\\n#define GLSLIFY 1\\nuniform vec4 color;\\nvoid main() {\\n  gl_FragColor = vec4(color.xyz * color.w, color.w);\\n}\\n\"]);e.exports={lineVert:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 coord;\\n\\nuniform vec4 screenBox;\\nuniform vec2 start, end;\\nuniform float width;\\n\\nvec2 perp(vec2 v) {\\n  return vec2(v.y, -v.x);\\n}\\n\\nvec2 screen(vec2 v) {\\n  return 2.0 * (v - screenBox.xy) / (screenBox.zw - screenBox.xy) - 1.0;\\n}\\n\\nvoid main() {\\n  vec2 delta = normalize(perp(start - end));\\n  vec2 offset = mix(start, end, 0.5 * (coord.y+1.0));\\n  gl_Position = vec4(screen(offset + 0.5 * width * delta * coord.x), 0, 1);\\n}\\n\"]),lineFrag:i,textVert:n([\"#define GLSLIFY 1\\nattribute vec3 textCoordinate;\\n\\nuniform vec2 dataScale, dataShift, dataAxis, screenOffset, textScale;\\nuniform float angle;\\n\\nvoid main() {\\n  float dataOffset  = textCoordinate.z;\\n  vec2 glyphOffset  = textCoordinate.xy;\\n  mat2 glyphMatrix = mat2(cos(angle), sin(angle), -sin(angle), cos(angle));\\n  vec2 screenCoordinate = dataAxis * (dataScale * dataOffset + dataShift) +\\n    glyphMatrix * glyphOffset * textScale + screenOffset;\\n  gl_Position = vec4(screenCoordinate, 0, 1);\\n}\\n\"]),textFrag:i,gridVert:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec3 dataCoord;\\n\\nuniform vec2 dataAxis, dataShift, dataScale;\\nuniform float lineWidth;\\n\\nvoid main() {\\n  vec2 pos = dataAxis * (dataScale * dataCoord.x + dataShift);\\n  pos += 10.0 * dataCoord.y * vec2(dataAxis.y, -dataAxis.x) + dataCoord.z * lineWidth;\\n  gl_Position = vec4(pos, 0, 1);\\n}\\n\"]),gridFrag:i,boxVert:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 coord;\\n\\nuniform vec4 screenBox;\\nuniform vec2 lo, hi;\\n\\nvec2 screen(vec2 v) {\\n  return 2.0 * (v - screenBox.xy) / (screenBox.zw - screenBox.xy) - 1.0;\\n}\\n\\nvoid main() {\\n  gl_Position = vec4(screen(mix(lo, hi, coord)), 0, 1);\\n}\\n\"]),tickVert:n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec3 dataCoord;\\n\\nuniform vec2 dataAxis, dataShift, dataScale, screenOffset, tickScale;\\n\\nvoid main() {\\n  vec2 pos = dataAxis * (dataScale * dataCoord.x + dataShift);\\n  gl_Position = vec4(pos + tickScale*dataCoord.yz + screenOffset, 0, 1);\\n}\\n\"])}},{glslify:231}],117:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=n(e),a=i(e,s.textVert,s.textFrag);return new l(t,r,a)};var n=t(\"gl-buffer\"),i=t(\"gl-shader\"),a=t(\"text-cache\"),o=t(\"binary-search-bounds\"),s=t(\"./shaders\");function l(t,e,r){this.plot=t,this.vbo=e,this.shader=r,this.tickOffset=[[],[]],this.tickX=[[],[]],this.labelOffset=[0,0],this.labelCount=[0,0]}var c,u,f,h,p,d,g=l.prototype;g.drawTicks=(c=[0,0],u=[0,0],f=[0,0],function(t){var e=this.plot,r=this.shader,n=this.tickX[t],i=this.tickOffset[t],a=e.gl,s=e.viewBox,l=e.dataBox,h=e.screenBox,p=e.pixelRatio,d=e.tickEnable,g=e.tickPad,m=e.tickColor,v=e.tickAngle,y=e.labelEnable,x=e.labelPad,b=e.labelColor,_=e.labelAngle,w=this.labelOffset[t],T=this.labelCount[t],k=o.lt(n,l[t]),A=o.le(n,l[t+2]);c[0]=c[1]=0,c[t]=1,u[t]=(s[2+t]+s[t])/(h[2+t]-h[t])-1;var M=2/h[2+(1^t)]-h[1^t];u[1^t]=M*s[1^t]-1,d[t]&&(u[1^t]-=M*p*g[t],k<A&&i[A]>i[k]&&(r.uniforms.dataAxis=c,r.uniforms.screenOffset=u,r.uniforms.color=m[t],r.uniforms.angle=v[t],a.drawArrays(a.TRIANGLES,i[k],i[A]-i[k]))),y[t]&&T&&(u[1^t]-=M*p*x[t],r.uniforms.dataAxis=f,r.uniforms.screenOffset=u,r.uniforms.color=b[t],r.uniforms.angle=_[t],a.drawArrays(a.TRIANGLES,w,T)),u[1^t]=M*s[2+(1^t)]-1,d[t+2]&&(u[1^t]+=M*p*g[t+2],k<A&&i[A]>i[k]&&(r.uniforms.dataAxis=c,r.uniforms.screenOffset=u,r.uniforms.color=m[t+2],r.uniforms.angle=v[t+2],a.drawArrays(a.TRIANGLES,i[k],i[A]-i[k]))),y[t+2]&&T&&(u[1^t]+=M*p*x[t+2],r.uniforms.dataAxis=f,r.uniforms.screenOffset=u,r.uniforms.color=b[t+2],r.uniforms.angle=_[t+2],a.drawArrays(a.TRIANGLES,w,T))}),g.drawTitle=function(){var t=[0,0],e=[0,0];return function(){var r=this.plot,n=this.shader,i=r.gl,a=r.screenBox,o=r.titleCenter,s=r.titleAngle,l=r.titleColor,c=r.pixelRatio;if(this.titleCount){for(var u=0;u<2;++u)e[u]=2*(o[u]*c-a[u])/(a[2+u]-a[u])-1;n.bind(),n.uniforms.dataAxis=t,n.uniforms.screenOffset=e,n.uniforms.angle=s,n.uniforms.color=l,i.drawArrays(i.TRIANGLES,this.titleOffset,this.titleCount)}}}(),g.bind=(h=[0,0],p=[0,0],d=[0,0],function(){var t=this.plot,e=this.shader,r=t._tickBounds,n=t.dataBox,i=t.screenBox,a=t.viewBox;e.bind();for(var o=0;o<2;++o){var s=r[o],l=r[o+2]-s,c=.5*(n[o+2]+n[o]),u=n[o+2]-n[o],f=a[o],g=a[o+2]-f,m=i[o],v=i[o+2]-m;p[o]=2*l/u*g/v,h[o]=2*(s-c)/u*g/v}d[1]=2*t.pixelRatio/(i[3]-i[1]),d[0]=d[1]*(i[3]-i[1])/(i[2]-i[0]),e.uniforms.dataScale=p,e.uniforms.dataShift=h,e.uniforms.textScale=d,this.vbo.bind(),e.attributes.textCoordinate.pointer()}),g.update=function(t){var e,r,n,i,o,s=[],l=t.ticks,c=t.bounds;for(o=0;o<2;++o){var u=[Math.floor(s.length/3)],f=[-1/0],h=l[o];for(e=0;e<h.length;++e){var p=h[e],d=p.x,g=p.text,m=p.font||\"sans-serif\";i=p.fontSize||12;for(var v=1/(c[o+2]-c[o]),y=c[o],x=g.split(\"\\n\"),b=0;b<x.length;b++)for(n=a(m,x[b]).data,r=0;r<n.length;r+=2)s.push(n[r]*i,-n[r+1]*i-b*i*1.2,(d-y)*v);u.push(Math.floor(s.length/3)),f.push(d)}this.tickOffset[o]=u,this.tickX[o]=f}for(o=0;o<2;++o){for(this.labelOffset[o]=Math.floor(s.length/3),n=a(t.labelFont[o],t.labels[o],{textAlign:\"center\"}).data,i=t.labelSize[o],e=0;e<n.length;e+=2)s.push(n[e]*i,-n[e+1]*i,0);this.labelCount[o]=Math.floor(s.length/3)-this.labelOffset[o]}for(this.titleOffset=Math.floor(s.length/3),n=a(t.titleFont,t.title).data,i=t.titleSize,e=0;e<n.length;e+=2)s.push(n[e]*i,-n[e+1]*i,0);this.titleCount=Math.floor(s.length/3)-this.titleOffset,this.vbo.update(s)},g.dispose=function(){this.vbo.dispose(),this.shader.dispose()}},{\"./shaders\":116,\"binary-search-bounds\":31,\"gl-buffer\":78,\"gl-shader\":132,\"text-cache\":303}],118:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=n(e,[e.drawingBufferWidth,e.drawingBufferHeight]),c=new l(e,r);return c.grid=i(c),c.text=a(c),c.line=o(c),c.box=s(c),c.update(t),c};var n=t(\"gl-select-static\"),i=t(\"./lib/grid\"),a=t(\"./lib/text\"),o=t(\"./lib/line\"),s=t(\"./lib/box\");function l(t,e){this.gl=t,this.pickBuffer=e,this.screenBox=[0,0,t.drawingBufferWidth,t.drawingBufferHeight],this.viewBox=[0,0,0,0],this.dataBox=[-10,-10,10,10],this.gridLineEnable=[!0,!0],this.gridLineWidth=[1,1],this.gridLineColor=[[0,0,0,1],[0,0,0,1]],this.pixelRatio=1,this.tickMarkLength=[0,0,0,0],this.tickMarkWidth=[0,0,0,0],this.tickMarkColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickPad=[15,15,15,15],this.tickAngle=[0,0,0,0],this.tickEnable=[!0,!0,!0,!0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labelPad=[15,15,15,15],this.labelAngle=[0,Math.PI/2,0,3*Math.PI/2],this.labelEnable=[!0,!0,!0,!0],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.titleCenter=[0,0],this.titleEnable=!0,this.titleAngle=0,this.titleColor=[0,0,0,1],this.borderColor=[0,0,0,0],this.backgroundColor=[0,0,0,0],this.zeroLineEnable=[!0,!0],this.zeroLineWidth=[4,4],this.zeroLineColor=[[0,0,0,1],[0,0,0,1]],this.borderLineEnable=[!0,!0,!0,!0],this.borderLineWidth=[2,2,2,2],this.borderLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.grid=null,this.text=null,this.line=null,this.box=null,this.objects=[],this.overlays=[],this._tickBounds=[1/0,1/0,-1/0,-1/0],this.static=!1,this.dirty=!1,this.pickDirty=!1,this.pickDelay=120,this.pickRadius=10,this._pickTimeout=null,this._drawPick=this.drawPick.bind(this),this._depthCounter=0}var c=l.prototype;function u(t){for(var e=t.slice(),r=0;r<e.length;++r)e[r]=e[r].slice();return e}function f(t,e){return t.x-e.x}c.setDirty=function(){this.dirty=this.pickDirty=!0},c.setOverlayDirty=function(){this.dirty=!0},c.nextDepthValue=function(){return this._depthCounter++/65536},c.draw=function(){var t=this.gl,e=this.screenBox,r=this.viewBox,n=this.dataBox,i=this.pixelRatio,a=this.grid,o=this.line,s=this.text,l=this.objects;if(this._depthCounter=0,this.pickDirty&&(this._pickTimeout&&clearTimeout(this._pickTimeout),this.pickDirty=!1,this._pickTimeout=setTimeout(this._drawPick,this.pickDelay)),this.dirty){if(this.dirty=!1,t.bindFramebuffer(t.FRAMEBUFFER,null),t.enable(t.SCISSOR_TEST),t.disable(t.DEPTH_TEST),t.depthFunc(t.LESS),t.depthMask(!1),t.enable(t.BLEND),t.blendEquation(t.FUNC_ADD,t.FUNC_ADD),t.blendFunc(t.ONE,t.ONE_MINUS_SRC_ALPHA),this.borderColor){t.scissor(e[0],e[1],e[2]-e[0],e[3]-e[1]);var c=this.borderColor;t.clearColor(c[0]*c[3],c[1]*c[3],c[2]*c[3],c[3]),t.clear(t.COLOR_BUFFER_BIT|t.DEPTH_BUFFER_BIT)}t.scissor(r[0],r[1],r[2]-r[0],r[3]-r[1]),t.viewport(r[0],r[1],r[2]-r[0],r[3]-r[1]);var u=this.backgroundColor;t.clearColor(u[0]*u[3],u[1]*u[3],u[2]*u[3],u[3]),t.clear(t.COLOR_BUFFER_BIT),a.draw();var f=this.zeroLineEnable,h=this.zeroLineColor,p=this.zeroLineWidth;if(f[0]||f[1]){o.bind();for(var d=0;d<2;++d)if(f[d]&&n[d]<=0&&n[d+2]>=0){var g=e[d]-n[d]*(e[d+2]-e[d])/(n[d+2]-n[d]);0===d?o.drawLine(g,e[1],g,e[3],p[d],h[d]):o.drawLine(e[0],g,e[2],g,p[d],h[d])}}for(d=0;d<l.length;++d)l[d].draw();t.viewport(e[0],e[1],e[2]-e[0],e[3]-e[1]),t.scissor(e[0],e[1],e[2]-e[0],e[3]-e[1]),this.grid.drawTickMarks(),o.bind();var m=this.borderLineEnable,v=this.borderLineWidth,y=this.borderLineColor;for(m[1]&&o.drawLine(r[0],r[1]-.5*v[1]*i,r[0],r[3]+.5*v[3]*i,v[1],y[1]),m[0]&&o.drawLine(r[0]-.5*v[0]*i,r[1],r[2]+.5*v[2]*i,r[1],v[0],y[0]),m[3]&&o.drawLine(r[2],r[1]-.5*v[1]*i,r[2],r[3]+.5*v[3]*i,v[3],y[3]),m[2]&&o.drawLine(r[0]-.5*v[0]*i,r[3],r[2]+.5*v[2]*i,r[3],v[2],y[2]),s.bind(),d=0;d<2;++d)s.drawTicks(d);this.titleEnable&&s.drawTitle();var x=this.overlays;for(d=0;d<x.length;++d)x[d].draw();t.disable(t.SCISSOR_TEST),t.disable(t.BLEND),t.depthMask(!0)}},c.drawPick=function(){if(!this.static){var t=this.pickBuffer;this.gl,this._pickTimeout=null,t.begin();for(var e=1,r=this.objects,n=0;n<r.length;++n)e=r[n].drawPick(e);t.end()}},c.pick=function(t,e){if(!this.static){var r=this.pixelRatio,n=this.pickPixelRatio,i=this.viewBox,a=0|Math.round((t-i[0]/r)*n),o=0|Math.round((e-i[1]/r)*n),s=this.pickBuffer.query(a,o,this.pickRadius);if(!s)return null;for(var l=s.id+(s.value[0]<<8)+(s.value[1]<<16)+(s.value[2]<<24),c=this.objects,u=0;u<c.length;++u){var f=c[u].pick(a,o,l);if(f)return f}return null}},c.setScreenBox=function(t){var e=this.screenBox,r=this.pixelRatio;e[0]=0|Math.round(t[0]*r),e[1]=0|Math.round(t[1]*r),e[2]=0|Math.round(t[2]*r),e[3]=0|Math.round(t[3]*r),this.setDirty()},c.setDataBox=function(t){var e=this.dataBox;(e[0]!==t[0]||e[1]!==t[1]||e[2]!==t[2]||e[3]!==t[3])&&(e[0]=t[0],e[1]=t[1],e[2]=t[2],e[3]=t[3],this.setDirty())},c.setViewBox=function(t){var e=this.pixelRatio,r=this.viewBox;r[0]=0|Math.round(t[0]*e),r[1]=0|Math.round(t[1]*e),r[2]=0|Math.round(t[2]*e),r[3]=0|Math.round(t[3]*e);var n=this.pickPixelRatio;this.pickBuffer.shape=[0|Math.round((t[2]-t[0])*n),0|Math.round((t[3]-t[1])*n)],this.setDirty()},c.update=function(t){t=t||{};var e=this.gl;this.pixelRatio=t.pixelRatio||1;var r=this.pixelRatio;this.pickPixelRatio=Math.max(r,1),this.setScreenBox(t.screenBox||[0,0,e.drawingBufferWidth/r,e.drawingBufferHeight/r]);this.screenBox;this.setViewBox(t.viewBox||[.125*(this.screenBox[2]-this.screenBox[0])/r,.125*(this.screenBox[3]-this.screenBox[1])/r,.875*(this.screenBox[2]-this.screenBox[0])/r,.875*(this.screenBox[3]-this.screenBox[1])/r]);var n=this.viewBox,i=(n[2]-n[0])/(n[3]-n[1]);this.setDataBox(t.dataBox||[-10,-10/i,10,10/i]),this.borderColor=!1!==t.borderColor&&(t.borderColor||[0,0,0,0]).slice(),this.backgroundColor=(t.backgroundColor||[0,0,0,0]).slice(),this.gridLineEnable=(t.gridLineEnable||[!0,!0]).slice(),this.gridLineWidth=(t.gridLineWidth||[1,1]).slice(),this.gridLineColor=u(t.gridLineColor||[[.5,.5,.5,1],[.5,.5,.5,1]]),this.zeroLineEnable=(t.zeroLineEnable||[!0,!0]).slice(),this.zeroLineWidth=(t.zeroLineWidth||[4,4]).slice(),this.zeroLineColor=u(t.zeroLineColor||[[0,0,0,1],[0,0,0,1]]),this.tickMarkLength=(t.tickMarkLength||[0,0,0,0]).slice(),this.tickMarkWidth=(t.tickMarkWidth||[0,0,0,0]).slice(),this.tickMarkColor=u(t.tickMarkColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.titleCenter=(t.titleCenter||[.5*(n[0]+n[2])/r,(n[3]+120)/r]).slice(),this.titleEnable=!(\"titleEnable\"in t)||!!t.titleEnable,this.titleAngle=t.titleAngle||0,this.titleColor=(t.titleColor||[0,0,0,1]).slice(),this.labelPad=(t.labelPad||[15,15,15,15]).slice(),this.labelAngle=(t.labelAngle||[0,Math.PI/2,0,3*Math.PI/2]).slice(),this.labelEnable=(t.labelEnable||[!0,!0,!0,!0]).slice(),this.labelColor=u(t.labelColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.tickPad=(t.tickPad||[15,15,15,15]).slice(),this.tickAngle=(t.tickAngle||[0,0,0,0]).slice(),this.tickEnable=(t.tickEnable||[!0,!0,!0,!0]).slice(),this.tickColor=u(t.tickColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.borderLineEnable=(t.borderLineEnable||[!0,!0,!0,!0]).slice(),this.borderLineWidth=(t.borderLineWidth||[2,2,2,2]).slice(),this.borderLineColor=u(t.borderLineColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]);var a=t.ticks||[[],[]],o=this._tickBounds;o[0]=o[1]=1/0,o[2]=o[3]=-1/0;for(var s=0;s<2;++s){var l=a[s].slice(0);0!==l.length&&(l.sort(f),o[s]=Math.min(o[s],l[0].x),o[s+2]=Math.max(o[s+2],l[l.length-1].x))}this.grid.update({bounds:o,ticks:a}),this.text.update({bounds:o,ticks:a,labels:t.labels||[\"x\",\"y\"],labelSize:t.labelSize||[12,12],labelFont:t.labelFont||[\"sans-serif\",\"sans-serif\"],title:t.title||\"\",titleSize:t.titleSize||18,titleFont:t.titleFont||\"sans-serif\"}),this.static=!!t.static,this.setDirty()},c.dispose=function(){this.box.dispose(),this.grid.dispose(),this.text.dispose(),this.line.dispose();for(var t=this.objects.length-1;t>=0;--t)this.objects[t].dispose();this.objects.length=0;for(t=this.overlays.length-1;t>=0;--t)this.overlays[t].dispose();this.overlays.length=0,this.gl=null},c.addObject=function(t){this.objects.indexOf(t)<0&&(this.objects.push(t),this.setDirty())},c.removeObject=function(t){for(var e=this.objects,r=0;r<e.length;++r)if(e[r]===t){e.splice(r,1),this.setDirty();break}},c.addOverlay=function(t){this.overlays.indexOf(t)<0&&(this.overlays.push(t),this.setOverlayDirty())},c.removeOverlay=function(t){for(var e=this.overlays,r=0;r<e.length;++r)if(e[r]===t){e.splice(r,1),this.setOverlayDirty();break}}},{\"./lib/box\":113,\"./lib/grid\":114,\"./lib/line\":115,\"./lib/text\":117,\"gl-select-static\":131}],119:[function(t,e,r){\"use strict\";e.exports=function(t,e){t=t||document.body,e=e||{};var r=[.01,1/0];\"distanceLimits\"in e&&(r[0]=e.distanceLimits[0],r[1]=e.distanceLimits[1]);\"zoomMin\"in e&&(r[0]=e.zoomMin);\"zoomMax\"in e&&(r[1]=e.zoomMax);var c=i({center:e.center||[0,0,0],up:e.up||[0,1,0],eye:e.eye||[0,0,10],mode:e.mode||\"orbit\",distanceLimits:r}),u=[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],f=0,h=t.clientWidth,p=t.clientHeight,d={keyBindingMode:\"rotate\",enableWheel:!0,view:c,element:t,delay:e.delay||16,rotateSpeed:e.rotateSpeed||1,zoomSpeed:e.zoomSpeed||1,translateSpeed:e.translateSpeed||1,flipX:!!e.flipX,flipY:!!e.flipY,modes:c.modes,_ortho:e._ortho||e.projection&&\"orthographic\"===e.projection.type||!1,tick:function(){var e=n(),r=this.delay,i=e-2*r;c.idle(e-r),c.recalcMatrix(i),c.flush(e-(100+2*r));for(var a=!0,o=c.computedMatrix,s=0;s<16;++s)a=a&&u[s]===o[s],u[s]=o[s];var l=t.clientWidth===h&&t.clientHeight===p;return h=t.clientWidth,p=t.clientHeight,a?!l:(f=Math.exp(c.computedRadius[0]),!0)},lookAt:function(t,e,r){c.lookAt(c.lastT(),t,e,r)},rotate:function(t,e,r){c.rotate(c.lastT(),t,e,r)},pan:function(t,e,r){c.pan(c.lastT(),t,e,r)},translate:function(t,e,r){c.translate(c.lastT(),t,e,r)}};return Object.defineProperties(d,{matrix:{get:function(){return c.computedMatrix},set:function(t){return c.setMatrix(c.lastT(),t),c.computedMatrix},enumerable:!0},mode:{get:function(){return c.getMode()},set:function(t){var e=c.computedUp.slice(),r=c.computedEye.slice(),i=c.computedCenter.slice();if(c.setMode(t),\"turntable\"===t){var a=n();c._active.lookAt(a,r,i,e),c._active.lookAt(a+500,r,i,[0,0,1]),c._active.flush(a)}return c.getMode()},enumerable:!0},center:{get:function(){return c.computedCenter},set:function(t){return c.lookAt(c.lastT(),null,t),c.computedCenter},enumerable:!0},eye:{get:function(){return c.computedEye},set:function(t){return c.lookAt(c.lastT(),t),c.computedEye},enumerable:!0},up:{get:function(){return c.computedUp},set:function(t){return c.lookAt(c.lastT(),null,null,t),c.computedUp},enumerable:!0},distance:{get:function(){return f},set:function(t){return c.setDistance(c.lastT(),t),t},enumerable:!0},distanceLimits:{get:function(){return c.getDistanceLimits(r)},set:function(t){return c.setDistanceLimits(t),t},enumerable:!0}}),t.addEventListener(\"contextmenu\",(function(t){return t.preventDefault(),!1})),d._lastX=-1,d._lastY=-1,d._lastMods={shift:!1,control:!1,alt:!1,meta:!1},d.enableMouseListeners=function(){function e(e,r,i,a){var o=d.keyBindingMode;if(!1!==o){var s=\"rotate\"===o,l=\"pan\"===o,u=\"zoom\"===o,h=!!a.control,p=!!a.alt,g=!!a.shift,m=!!(1&e),v=!!(2&e),y=!!(4&e),x=1/t.clientHeight,b=x*(r-d._lastX),_=x*(i-d._lastY),w=d.flipX?1:-1,T=d.flipY?1:-1,k=Math.PI*d.rotateSpeed,A=n();if(-1!==d._lastX&&-1!==d._lastY&&((s&&m&&!h&&!p&&!g||m&&!h&&!p&&g)&&c.rotate(A,w*k*b,-T*k*_,0),(l&&m&&!h&&!p&&!g||v||m&&h&&!p&&!g)&&c.pan(A,-d.translateSpeed*b*f,d.translateSpeed*_*f,0),u&&m&&!h&&!p&&!g||y||m&&!h&&p&&!g)){var M=-d.zoomSpeed*_/window.innerHeight*(A-c.lastT())*100;c.pan(A,0,0,f*(Math.exp(M)-1))}return d._lastX=r,d._lastY=i,d._lastMods=a,!0}}d.mouseListener=a(t,e),t.addEventListener(\"touchstart\",(function(r){var n=s(r.changedTouches[0],t);e(0,n[0],n[1],d._lastMods),e(1,n[0],n[1],d._lastMods)}),!!l&&{passive:!0}),t.addEventListener(\"touchmove\",(function(r){var n=s(r.changedTouches[0],t);e(1,n[0],n[1],d._lastMods),r.preventDefault()}),!!l&&{passive:!1}),t.addEventListener(\"touchend\",(function(t){e(0,d._lastX,d._lastY,d._lastMods)}),!!l&&{passive:!0}),d.wheelListener=o(t,(function(t,e){if(!1!==d.keyBindingMode&&d.enableWheel){var r=d.flipX?1:-1,i=d.flipY?1:-1,a=n();if(Math.abs(t)>Math.abs(e))c.rotate(a,0,0,-t*r*Math.PI*d.rotateSpeed/window.innerWidth);else if(!d._ortho){var o=-d.zoomSpeed*i*e/window.innerHeight*(a-c.lastT())/20;c.pan(a,0,0,f*(Math.exp(o)-1))}}}),!0)},d.enableMouseListeners(),d};var n=t(\"right-now\"),i=t(\"3d-view\"),a=t(\"mouse-change\"),o=t(\"mouse-wheel\"),s=t(\"mouse-event-offset\"),l=t(\"has-passive-events\")},{\"3d-view\":7,\"has-passive-events\":232,\"mouse-change\":247,\"mouse-event-offset\":248,\"mouse-wheel\":250,\"right-now\":278}],120:[function(t,e,r){var n=t(\"glslify\"),i=t(\"gl-shader\"),a=n([\"precision mediump float;\\n#define GLSLIFY 1\\nattribute vec2 position;\\nvarying vec2 uv;\\nvoid main() {\\n  uv = position;\\n  gl_Position = vec4(position, 0, 1);\\n}\"]),o=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nuniform sampler2D accumBuffer;\\nvarying vec2 uv;\\n\\nvoid main() {\\n  vec4 accum = texture2D(accumBuffer, 0.5 * (uv + 1.0));\\n  gl_FragColor = min(vec4(1,1,1,1), accum);\\n}\"]);e.exports=function(t){return i(t,a,o,null,[{name:\"position\",type:\"vec2\"}])}},{\"gl-shader\":132,glslify:231}],121:[function(t,e,r){\"use strict\";var n=t(\"./camera.js\"),i=t(\"gl-axes3d\"),a=t(\"gl-axes3d/properties\"),o=t(\"gl-spikes3d\"),s=t(\"gl-select-static\"),l=t(\"gl-fbo\"),c=t(\"a-big-triangle\"),u=t(\"mouse-change\"),f=t(\"gl-mat4/perspective\"),h=t(\"gl-mat4/ortho\"),p=t(\"./lib/shader\"),d=t(\"is-mobile\")({tablet:!0,featureDetect:!0});function g(){this.mouse=[-1,-1],this.screen=null,this.distance=1/0,this.index=null,this.dataCoordinate=null,this.dataPosition=null,this.object=null,this.data=null}function m(t){var e=Math.round(Math.log(Math.abs(t))/Math.log(10));if(e<0){var r=Math.round(Math.pow(10,-e));return Math.ceil(t*r)/r}if(e>0){r=Math.round(Math.pow(10,e));return Math.ceil(t/r)*r}return Math.ceil(t)}function v(t){return\"boolean\"!=typeof t||t}e.exports={createScene:function(t){(t=t||{}).camera=t.camera||{};var e=t.canvas;if(!e){if(e=document.createElement(\"canvas\"),t.container)t.container.appendChild(e);else document.body.appendChild(e)}var r=t.gl;r||(t.glOptions&&(d=!!t.glOptions.preserveDrawingBuffer),r=function(t,e){var r=null;try{(r=t.getContext(\"webgl\",e))||(r=t.getContext(\"experimental-webgl\",e))}catch(t){return null}return r}(e,t.glOptions||{premultipliedAlpha:!0,antialias:!0,preserveDrawingBuffer:d}));if(!r)throw new Error(\"webgl not supported\");var y=t.bounds||[[-10,-10,-10],[10,10,10]],x=new g,b=l(r,r.drawingBufferWidth,r.drawingBufferHeight,{preferFloat:!d}),_=p(r),w=t.cameraObject&&!0===t.cameraObject._ortho||t.camera.projection&&\"orthographic\"===t.camera.projection.type||!1,T={eye:t.camera.eye||[2,0,0],center:t.camera.center||[0,0,0],up:t.camera.up||[0,1,0],zoomMin:t.camera.zoomMax||.1,zoomMax:t.camera.zoomMin||100,mode:t.camera.mode||\"turntable\",_ortho:w},k=t.axes||{},A=i(r,k);A.enable=!k.disable;var M=t.spikes||{},S=o(r,M),E=[],L=[],C=[],P=[],I=!0,O=!0,z=new Array(16),D=new Array(16),R={view:null,projection:z,model:D,_ortho:!1},F=(O=!0,[r.drawingBufferWidth,r.drawingBufferHeight]),B=t.cameraObject||n(e,T),N={gl:r,contextLost:!1,pixelRatio:t.pixelRatio||1,canvas:e,selection:x,camera:B,axes:A,axesPixels:null,spikes:S,bounds:y,objects:E,shape:F,aspect:t.aspectRatio||[1,1,1],pickRadius:t.pickRadius||10,zNear:t.zNear||.01,zFar:t.zFar||1e3,fovy:t.fovy||Math.PI/4,clearColor:t.clearColor||[0,0,0,0],autoResize:v(t.autoResize),autoBounds:v(t.autoBounds),autoScale:!!t.autoScale,autoCenter:v(t.autoCenter),clipToBounds:v(t.clipToBounds),snapToData:!!t.snapToData,onselect:t.onselect||null,onrender:t.onrender||null,onclick:t.onclick||null,cameraParams:R,oncontextloss:null,mouseListener:null,_stopped:!1,getAspectratio:function(){return{x:this.aspect[0],y:this.aspect[1],z:this.aspect[2]}},setAspectratio:function(t){this.aspect[0]=t.x,this.aspect[1]=t.y,this.aspect[2]=t.z,O=!0},setBounds:function(t,e){this.bounds[0][t]=e.min,this.bounds[1][t]=e.max},setClearColor:function(t){this.clearColor=t},clearRGBA:function(){this.gl.clearColor(this.clearColor[0],this.clearColor[1],this.clearColor[2],this.clearColor[3]),this.gl.clear(this.gl.COLOR_BUFFER_BIT|this.gl.DEPTH_BUFFER_BIT)}},j=[r.drawingBufferWidth/N.pixelRatio|0,r.drawingBufferHeight/N.pixelRatio|0];function U(){if(!N._stopped&&N.autoResize){var t=e.parentNode,r=1,n=1;t&&t!==document.body?(r=t.clientWidth,n=t.clientHeight):(r=window.innerWidth,n=window.innerHeight);var i=0|Math.ceil(r*N.pixelRatio),a=0|Math.ceil(n*N.pixelRatio);if(i!==e.width||a!==e.height){e.width=i,e.height=a;var o=e.style;o.position=o.position||\"absolute\",o.left=\"0px\",o.top=\"0px\",o.width=r+\"px\",o.height=n+\"px\",I=!0}}}N.autoResize&&U();function V(){for(var t=E.length,e=P.length,n=0;n<e;++n)C[n]=0;t:for(n=0;n<t;++n){var i=E[n],a=i.pickSlots;if(a){for(var o=0;o<e;++o)if(C[o]+a<255){L[n]=o,i.setPickBase(C[o]+1),C[o]+=a;continue t}var l=s(r,F);L[n]=e,P.push(l),C.push(a),i.setPickBase(1),e+=1}else L[n]=-1}for(;e>0&&0===C[e-1];)C.pop(),P.pop().dispose()}function H(){if(N.contextLost)return!0;r.isContextLost()&&(N.contextLost=!0,N.mouseListener.enabled=!1,N.selection.object=null,N.oncontextloss&&N.oncontextloss())}window.addEventListener(\"resize\",U),N.update=function(t){N._stopped||(t=t||{},I=!0,O=!0)},N.add=function(t){N._stopped||(t.axes=A,E.push(t),L.push(-1),I=!0,O=!0,V())},N.remove=function(t){if(!N._stopped){var e=E.indexOf(t);e<0||(E.splice(e,1),L.pop(),I=!0,O=!0,V())}},N.dispose=function(){if(!N._stopped&&(N._stopped=!0,window.removeEventListener(\"resize\",U),e.removeEventListener(\"webglcontextlost\",H),N.mouseListener.enabled=!1,!N.contextLost)){A.dispose(),S.dispose();for(var t=0;t<E.length;++t)E[t].dispose();b.dispose();for(t=0;t<P.length;++t)P[t].dispose();_.dispose(),r=null,A=null,S=null,E=[]}},N._mouseRotating=!1,N._prevButtons=0,N.enableMouseListeners=function(){N.mouseListener=u(e,(function(t,e,r){if(!N._stopped){var n=P.length,i=E.length,a=x.object;x.distance=1/0,x.mouse[0]=e,x.mouse[1]=r,x.object=null,x.screen=null,x.dataCoordinate=x.dataPosition=null;var o=!1;if(t&&N._prevButtons)N._mouseRotating=!0;else{N._mouseRotating&&(O=!0),N._mouseRotating=!1;for(var s=0;s<n;++s){var l=P[s].query(e,j[1]-r-1,N.pickRadius);if(l){if(l.distance>x.distance)continue;for(var c=0;c<i;++c){var u=E[c];if(L[c]===s){var f=u.pick(l);f&&(x.buttons=t,x.screen=l.coord,x.distance=l.distance,x.object=u,x.index=f.distance,x.dataPosition=f.position,x.dataCoordinate=f.dataCoordinate,x.data=f,o=!0)}}}}}a&&a!==x.object&&(a.highlight&&a.highlight(null),I=!0),x.object&&(x.object.highlight&&x.object.highlight(x.data),I=!0),(o=o||x.object!==a)&&N.onselect&&N.onselect(x),1&t&&!(1&N._prevButtons)&&N.onclick&&N.onclick(x),N._prevButtons=t}}))},e.addEventListener(\"webglcontextlost\",H);var q=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],G=[q[0].slice(),q[1].slice()];function Y(){if(!H()){U();var t=N.camera.tick();R.view=N.camera.matrix,I=I||t,O=O||t,A.pixelRatio=N.pixelRatio,S.pixelRatio=N.pixelRatio;var e=E.length,n=q[0],i=q[1];n[0]=n[1]=n[2]=1/0,i[0]=i[1]=i[2]=-1/0;for(var o=0;o<e;++o){(C=E[o]).pixelRatio=N.pixelRatio,C.axes=N.axes,I=I||!!C.dirty,O=O||!!C.dirty;var s=C.bounds;if(s)for(var l=s[0],u=s[1],p=0;p<3;++p)n[p]=Math.min(n[p],l[p]),i[p]=Math.max(i[p],u[p])}var d=N.bounds;if(N.autoBounds)for(p=0;p<3;++p){if(i[p]<n[p])n[p]=-1,i[p]=1;else{n[p]===i[p]&&(n[p]-=1,i[p]+=1);var g=.05*(i[p]-n[p]);n[p]=n[p]-g,i[p]=i[p]+g}d[0][p]=n[p],d[1][p]=i[p]}var v=!1;for(p=0;p<3;++p)v=v||G[0][p]!==d[0][p]||G[1][p]!==d[1][p],G[0][p]=d[0][p],G[1][p]=d[1][p];if(O=O||v,I=I||v){if(v){var y=[0,0,0];for(o=0;o<3;++o)y[o]=m((d[1][o]-d[0][o])/10);A.autoTicks?A.update({bounds:d,tickSpacing:y}):A.update({bounds:d})}var T=r.drawingBufferWidth,k=r.drawingBufferHeight;F[0]=T,F[1]=k,j[0]=0|Math.max(T/N.pixelRatio,1),j[1]=0|Math.max(k/N.pixelRatio,1),function(t,e){var r=t.bounds,n=t.cameraParams,i=n.projection,a=n.model,o=t.gl.drawingBufferWidth,s=t.gl.drawingBufferHeight,l=t.zNear,c=t.zFar,u=t.fovy,p=o/s;e?(h(i,-p,p,-1,1,l,c),n._ortho=!0):(f(i,u,p,l,c),n._ortho=!1);for(var d=0;d<16;++d)a[d]=0;a[15]=1;var g=0;for(d=0;d<3;++d)g=Math.max(g,r[1][d]-r[0][d]);for(d=0;d<3;++d)t.autoScale?a[5*d]=t.aspect[d]/(r[1][d]-r[0][d]):a[5*d]=1/g,t.autoCenter&&(a[12+d]=.5*-a[5*d]*(r[0][d]+r[1][d]))}(N,w);for(o=0;o<e;++o){(C=E[o]).axesBounds=d,N.clipToBounds&&(C.clipBounds=d)}x.object&&(N.snapToData?S.position=x.dataCoordinate:S.position=x.dataPosition,S.bounds=d),O&&(O=!1,function(){if(!H()){r.colorMask(!0,!0,!0,!0),r.depthMask(!0),r.disable(r.BLEND),r.enable(r.DEPTH_TEST),r.depthFunc(r.LEQUAL);for(var t=E.length,e=P.length,n=0;n<e;++n){var i=P[n];i.shape=j,i.begin();for(var a=0;a<t;++a)if(L[a]===n){var o=E[a];o.drawPick&&(o.pixelRatio=1,o.drawPick(R))}i.end()}}}()),N.axesPixels=a(N.axes,R,T,k),N.onrender&&N.onrender(),r.bindFramebuffer(r.FRAMEBUFFER,null),r.viewport(0,0,T,k),N.clearRGBA(),r.depthMask(!0),r.colorMask(!0,!0,!0,!0),r.enable(r.DEPTH_TEST),r.depthFunc(r.LEQUAL),r.disable(r.BLEND),r.disable(r.CULL_FACE);var M=!1;A.enable&&(M=M||A.isTransparent(),A.draw(R)),S.axes=A,x.object&&S.draw(R),r.disable(r.CULL_FACE);for(o=0;o<e;++o){(C=E[o]).axes=A,C.pixelRatio=N.pixelRatio,C.isOpaque&&C.isOpaque()&&C.draw(R),C.isTransparent&&C.isTransparent()&&(M=!0)}if(M){b.shape=F,b.bind(),r.clear(r.DEPTH_BUFFER_BIT),r.colorMask(!1,!1,!1,!1),r.depthMask(!0),r.depthFunc(r.LESS),A.enable&&A.isTransparent()&&A.drawTransparent(R);for(o=0;o<e;++o){(C=E[o]).isOpaque&&C.isOpaque()&&C.draw(R)}r.enable(r.BLEND),r.blendEquation(r.FUNC_ADD),r.blendFunc(r.ONE,r.ONE_MINUS_SRC_ALPHA),r.colorMask(!0,!0,!0,!0),r.depthMask(!1),r.clearColor(0,0,0,0),r.clear(r.COLOR_BUFFER_BIT),A.isTransparent()&&A.drawTransparent(R);for(o=0;o<e;++o){var C;(C=E[o]).isTransparent&&C.isTransparent()&&C.drawTransparent(R)}r.bindFramebuffer(r.FRAMEBUFFER,null),r.blendFunc(r.ONE,r.ONE_MINUS_SRC_ALPHA),r.disable(r.DEPTH_TEST),_.bind(),b.color[0].bind(0),_.uniforms.accumBuffer=0,c(r),r.disable(r.BLEND)}I=!1;for(o=0;o<e;++o)E[o].dirty=!1}}}return N.enableMouseListeners(),function t(){if(N._stopped||N.contextLost)return;Y(),requestAnimationFrame(t)}(),N.redraw=function(){N._stopped||(I=!0,Y())},N},createCamera:n}},{\"./camera.js\":119,\"./lib/shader\":120,\"a-big-triangle\":8,\"gl-axes3d\":70,\"gl-axes3d/properties\":77,\"gl-fbo\":86,\"gl-mat4/ortho\":101,\"gl-mat4/perspective\":102,\"gl-select-static\":131,\"gl-spikes3d\":141,\"is-mobile\":238,\"mouse-change\":247}],122:[function(t,e,r){var n=t(\"glslify\");r.pointVertex=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 position;\\n\\nuniform mat3 matrix;\\nuniform float pointSize;\\nuniform float pointCloud;\\n\\nhighp float rand(vec2 co) {\\n  highp float a = 12.9898;\\n  highp float b = 78.233;\\n  highp float c = 43758.5453;\\n  highp float d = dot(co.xy, vec2(a, b));\\n  highp float e = mod(d, 3.14);\\n  return fract(sin(e) * c);\\n}\\n\\nvoid main() {\\n  vec3 hgPosition = matrix * vec3(position, 1);\\n  gl_Position  = vec4(hgPosition.xy, 0, hgPosition.z);\\n    // if we don't jitter the point size a bit, overall point cloud\\n    // saturation 'jumps' on zooming, which is disturbing and confusing\\n  gl_PointSize = pointSize * ((19.5 + rand(position)) / 20.0);\\n  if(pointCloud != 0.0) { // pointCloud is truthy\\n    // get the same square surface as circle would be\\n    gl_PointSize *= 0.886;\\n  }\\n}\"]),r.pointFragment=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nuniform vec4 color, borderColor;\\nuniform float centerFraction;\\nuniform float pointCloud;\\n\\nvoid main() {\\n  float radius;\\n  vec4 baseColor;\\n  if(pointCloud != 0.0) { // pointCloud is truthy\\n    if(centerFraction == 1.0) {\\n      gl_FragColor = color;\\n    } else {\\n      gl_FragColor = mix(borderColor, color, centerFraction);\\n    }\\n  } else {\\n    radius = length(2.0 * gl_PointCoord.xy - 1.0);\\n    if(radius > 1.0) {\\n      discard;\\n    }\\n    baseColor = mix(borderColor, color, step(radius, centerFraction));\\n    gl_FragColor = vec4(baseColor.rgb * baseColor.a, baseColor.a);\\n  }\\n}\\n\"]),r.pickVertex=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 position;\\nattribute vec4 pickId;\\n\\nuniform mat3 matrix;\\nuniform float pointSize;\\nuniform vec4 pickOffset;\\n\\nvarying vec4 fragId;\\n\\nvoid main() {\\n  vec3 hgPosition = matrix * vec3(position, 1);\\n  gl_Position  = vec4(hgPosition.xy, 0, hgPosition.z);\\n  gl_PointSize = pointSize;\\n\\n  vec4 id = pickId + pickOffset;\\n  id.y += floor(id.x / 256.0);\\n  id.x -= floor(id.x / 256.0) * 256.0;\\n\\n  id.z += floor(id.y / 256.0);\\n  id.y -= floor(id.y / 256.0) * 256.0;\\n\\n  id.w += floor(id.z / 256.0);\\n  id.z -= floor(id.z / 256.0) * 256.0;\\n\\n  fragId = id;\\n}\\n\"]),r.pickFragment=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nvarying vec4 fragId;\\n\\nvoid main() {\\n  float radius = length(2.0 * gl_PointCoord.xy - 1.0);\\n  if(radius > 1.0) {\\n    discard;\\n  }\\n  gl_FragColor = fragId / 255.0;\\n}\\n\"])},{glslify:231}],123:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=t(\"gl-buffer\"),a=t(\"typedarray-pool\"),o=t(\"./lib/shader\");function s(t,e,r,n,i){this.plot=t,this.offsetBuffer=e,this.pickBuffer=r,this.shader=n,this.pickShader=i,this.sizeMin=.5,this.sizeMinCap=2,this.sizeMax=20,this.areaRatio=1,this.pointCount=0,this.color=[1,0,0,1],this.borderColor=[0,0,0,1],this.blend=!1,this.pickOffset=0,this.points=null}e.exports=function(t,e){var r=t.gl,a=i(r),l=i(r),c=n(r,o.pointVertex,o.pointFragment),u=n(r,o.pickVertex,o.pickFragment),f=new s(t,a,l,c,u);return f.update(e),t.addObject(f),f};var l,c,u=s.prototype;u.dispose=function(){this.shader.dispose(),this.pickShader.dispose(),this.offsetBuffer.dispose(),this.pickBuffer.dispose(),this.plot.removeObject(this)},u.update=function(t){var e;function r(e,r){return e in t?t[e]:r}t=t||{},this.sizeMin=r(\"sizeMin\",.5),this.sizeMax=r(\"sizeMax\",20),this.color=r(\"color\",[1,0,0,1]).slice(),this.areaRatio=r(\"areaRatio\",1),this.borderColor=r(\"borderColor\",[0,0,0,1]).slice(),this.blend=r(\"blend\",!1);var n=t.positions.length>>>1,i=t.positions instanceof Float32Array,o=t.idToIndex instanceof Int32Array&&t.idToIndex.length>=n,s=t.positions,l=i?s:a.mallocFloat32(s.length),c=o?t.idToIndex:a.mallocInt32(n);if(i||l.set(s),!o)for(l.set(s),e=0;e<n;e++)c[e]=e;this.points=s,this.offsetBuffer.update(l),this.pickBuffer.update(c),i||a.free(l),o||a.free(c),this.pointCount=n,this.pickOffset=0},u.unifiedDraw=(l=[1,0,0,0,1,0,0,0,1],c=[0,0,0,0],function(t){var e=void 0!==t,r=e?this.pickShader:this.shader,n=this.plot.gl,i=this.plot.dataBox;if(0===this.pointCount)return t;var a=i[2]-i[0],o=i[3]-i[1],s=function(t,e){var r,n=0,i=t.length>>>1;for(r=0;r<i;r++){var a=t[2*r],o=t[2*r+1];a>=e[0]&&a<=e[2]&&o>=e[1]&&o<=e[3]&&n++}return n}(this.points,i),u=this.plot.pickPixelRatio*Math.max(Math.min(this.sizeMinCap,this.sizeMin),Math.min(this.sizeMax,this.sizeMax/Math.pow(s,.33333)));l[0]=2/a,l[4]=2/o,l[6]=-2*i[0]/a-1,l[7]=-2*i[1]/o-1,this.offsetBuffer.bind(),r.bind(),r.attributes.position.pointer(),r.uniforms.matrix=l,r.uniforms.color=this.color,r.uniforms.borderColor=this.borderColor,r.uniforms.pointCloud=u<5,r.uniforms.pointSize=u,r.uniforms.centerFraction=Math.min(1,Math.max(0,Math.sqrt(1-this.areaRatio))),e&&(c[0]=255&t,c[1]=t>>8&255,c[2]=t>>16&255,c[3]=t>>24&255,this.pickBuffer.bind(),r.attributes.pickId.pointer(n.UNSIGNED_BYTE),r.uniforms.pickOffset=c,this.pickOffset=t);var f=n.getParameter(n.BLEND),h=n.getParameter(n.DITHER);return f&&!this.blend&&n.disable(n.BLEND),h&&n.disable(n.DITHER),n.drawArrays(n.POINTS,0,this.pointCount),f&&!this.blend&&n.enable(n.BLEND),h&&n.enable(n.DITHER),t+this.pointCount}),u.draw=u.unifiedDraw,u.drawPick=u.unifiedDraw,u.pick=function(t,e,r){var n=this.pickOffset,i=this.pointCount;if(r<n||r>=n+i)return null;var a=r-n,o=this.points;return{object:this,pointId:a,dataCoord:[o[2*a],o[2*a+1]]}}},{\"./lib/shader\":122,\"gl-buffer\":78,\"gl-shader\":132,\"typedarray-pool\":308}],124:[function(t,e,r){e.exports=function(t,e,r,n){var i,a,o,s,l,c=e[0],u=e[1],f=e[2],h=e[3],p=r[0],d=r[1],g=r[2],m=r[3];(a=c*p+u*d+f*g+h*m)<0&&(a=-a,p=-p,d=-d,g=-g,m=-m);1-a>1e-6?(i=Math.acos(a),o=Math.sin(i),s=Math.sin((1-n)*i)/o,l=Math.sin(n*i)/o):(s=1-n,l=n);return t[0]=s*c+l*p,t[1]=s*u+l*d,t[2]=s*f+l*g,t[3]=s*h+l*m,t}},{}],125:[function(t,e,r){\"use strict\";e.exports=function(t){return t||0===t?t.toString():\"\"}},{}],126:[function(t,e,r){\"use strict\";var n=t(\"vectorize-text\");e.exports=function(t,e,r){var a=i[e];a||(a=i[e]={});if(t in a)return a[t];var o={textAlign:\"center\",textBaseline:\"middle\",lineHeight:1,font:e,lineSpacing:1.25,styletags:{breaklines:!0,bolds:!0,italics:!0,subscripts:!0,superscripts:!0},triangles:!0},s=n(t,o);o.triangles=!1;var l,c,u=n(t,o);if(r&&1!==r){for(l=0;l<s.positions.length;++l)for(c=0;c<s.positions[l].length;++c)s.positions[l][c]/=r;for(l=0;l<u.positions.length;++l)for(c=0;c<u.positions[l].length;++c)u.positions[l][c]/=r}var f=[[1/0,1/0],[-1/0,-1/0]],h=u.positions.length;for(l=0;l<h;++l){var p=u.positions[l];for(c=0;c<2;++c)f[0][c]=Math.min(f[0][c],p[c]),f[1][c]=Math.max(f[1][c],p[c])}return a[t]=[s,u,f]};var i={}},{\"vectorize-text\":311}],127:[function(t,e,r){var n=t(\"gl-shader\"),i=t(\"glslify\"),a=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\nuniform vec4 highlightId;\\nuniform float highlightScale;\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], position)) {\\n\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float scale = 1.0;\\n    if(distance(highlightId, id) < 0.0001) {\\n      scale = highlightScale;\\n    }\\n\\n    vec4 worldPosition = model * vec4(position, 1);\\n    vec4 viewPosition = view * worldPosition;\\n    viewPosition = viewPosition / viewPosition.w;\\n    vec4 clipPosition = projection * (viewPosition + scale * vec4(glyph.x, -glyph.y, 0, 0));\\n\\n    gl_Position = clipPosition;\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = position;\\n  }\\n}\"]),o=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\nuniform vec2 screenSize;\\nuniform vec3 clipBounds[2];\\nuniform float highlightScale, pixelRatio;\\nuniform vec4 highlightId;\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], position)) {\\n\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float scale = pixelRatio;\\n    if(distance(highlightId.bgr, id.bgr) < 0.001) {\\n      scale *= highlightScale;\\n    }\\n\\n    vec4 worldPosition = model * vec4(position, 1.0);\\n    vec4 viewPosition = view * worldPosition;\\n    vec4 clipPosition = projection * viewPosition;\\n    clipPosition /= clipPosition.w;\\n\\n    gl_Position = clipPosition + vec4(screenSize * scale * vec2(glyph.x, -glyph.y), 0.0, 0.0);\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = position;\\n  }\\n}\"]),s=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\nuniform float highlightScale;\\nuniform vec4 highlightId;\\nuniform vec3 axes[2];\\nuniform mat4 model, view, projection;\\nuniform vec2 screenSize;\\nuniform vec3 clipBounds[2];\\nuniform float scale, pixelRatio;\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], position)) {\\n\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float lscale = pixelRatio * scale;\\n    if(distance(highlightId, id) < 0.0001) {\\n      lscale *= highlightScale;\\n    }\\n\\n    vec4 clipCenter   = projection * view * model * vec4(position, 1);\\n    vec3 dataPosition = position + 0.5*lscale*(axes[0] * glyph.x + axes[1] * glyph.y) * clipCenter.w * screenSize.y;\\n    vec4 clipPosition = projection * view * model * vec4(dataPosition, 1);\\n\\n    gl_Position = clipPosition;\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = dataPosition;\\n  }\\n}\\n\"]),l=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 fragClipBounds[2];\\nuniform float opacity;\\n\\nvarying vec4 interpColor;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if (\\n    outOfRange(fragClipBounds[0], fragClipBounds[1], dataCoordinate) ||\\n    interpColor.a * opacity == 0.\\n  ) discard;\\n  gl_FragColor = interpColor * opacity;\\n}\\n\"]),c=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 fragClipBounds[2];\\nuniform float pickGroup;\\n\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if (outOfRange(fragClipBounds[0], fragClipBounds[1], dataCoordinate)) discard;\\n\\n  gl_FragColor = vec4(pickGroup, pickId.bgr);\\n}\"]),u=[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"glyph\",type:\"vec2\"},{name:\"id\",type:\"vec4\"}],f={vertex:a,fragment:l,attributes:u},h={vertex:o,fragment:l,attributes:u},p={vertex:s,fragment:l,attributes:u},d={vertex:a,fragment:c,attributes:u},g={vertex:o,fragment:c,attributes:u},m={vertex:s,fragment:c,attributes:u};function v(t,e){var r=n(t,e),i=r.attributes;return i.position.location=0,i.color.location=1,i.glyph.location=2,i.id.location=3,r}r.createPerspective=function(t){return v(t,f)},r.createOrtho=function(t){return v(t,h)},r.createProject=function(t){return v(t,p)},r.createPickPerspective=function(t){return v(t,d)},r.createPickOrtho=function(t){return v(t,g)},r.createPickProject=function(t){return v(t,m)}},{\"gl-shader\":132,glslify:231}],128:[function(t,e,r){\"use strict\";var n=t(\"is-string-blank\"),i=t(\"gl-buffer\"),a=t(\"gl-vao\"),o=t(\"typedarray-pool\"),s=t(\"gl-mat4/multiply\"),l=t(\"./lib/shaders\"),c=t(\"./lib/glyphs\"),u=t(\"./lib/get-simple-string\"),f=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1];function h(t,e){var r=t[0],n=t[1],i=t[2],a=t[3];return t[0]=e[0]*r+e[4]*n+e[8]*i+e[12]*a,t[1]=e[1]*r+e[5]*n+e[9]*i+e[13]*a,t[2]=e[2]*r+e[6]*n+e[10]*i+e[14]*a,t[3]=e[3]*r+e[7]*n+e[11]*i+e[15]*a,t}function p(t,e,r,n){return h(n,n),h(n,n),h(n,n)}function d(t,e){this.index=t,this.dataCoordinate=this.position=e}function g(t){return!0===t||t>1?1:t}function m(t,e,r,n,i,a,o,s,l,c,u,f){this.gl=t,this.pixelRatio=1,this.shader=e,this.orthoShader=r,this.projectShader=n,this.pointBuffer=i,this.colorBuffer=a,this.glyphBuffer=o,this.idBuffer=s,this.vao=l,this.vertexCount=0,this.lineVertexCount=0,this.opacity=1,this.hasAlpha=!1,this.lineWidth=0,this.projectScale=[2/3,2/3,2/3],this.projectOpacity=[1,1,1],this.projectHasAlpha=!1,this.pickId=0,this.pickPerspectiveShader=c,this.pickOrthoShader=u,this.pickProjectShader=f,this.points=[],this._selectResult=new d(0,[0,0,0]),this.useOrtho=!0,this.bounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],this.axesProject=[!0,!0,!0],this.axesBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.highlightId=[1,1,1,1],this.highlightScale=2,this.clipBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.dirty=!0}e.exports=function(t){var e=t.gl,r=l.createPerspective(e),n=l.createOrtho(e),o=l.createProject(e),s=l.createPickPerspective(e),c=l.createPickOrtho(e),u=l.createPickProject(e),f=i(e),h=i(e),p=i(e),d=i(e),g=a(e,[{buffer:f,size:3,type:e.FLOAT},{buffer:h,size:4,type:e.FLOAT},{buffer:p,size:2,type:e.FLOAT},{buffer:d,size:4,type:e.UNSIGNED_BYTE,normalized:!0}]),v=new m(e,r,n,o,f,h,p,d,g,s,c,u);return v.update(t),v};var v=m.prototype;v.pickSlots=1,v.setPickBase=function(t){this.pickId=t},v.isTransparent=function(){if(this.hasAlpha)return!0;for(var t=0;t<3;++t)if(this.axesProject[t]&&this.projectHasAlpha)return!0;return!1},v.isOpaque=function(){if(!this.hasAlpha)return!0;for(var t=0;t<3;++t)if(this.axesProject[t]&&!this.projectHasAlpha)return!0;return!1};var y=[0,0],x=[0,0,0],b=[0,0,0],_=[0,0,0,1],w=[0,0,0,1],T=f.slice(),k=[0,0,0],A=[[0,0,0],[0,0,0]];function M(t){return t[0]=t[1]=t[2]=0,t}function S(t,e){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t[3]=1,t}function E(t,e,r,n){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t[r]=n,t}function L(t,e,r,n){var i,a=e.axesProject,o=e.gl,l=t.uniforms,c=r.model||f,u=r.view||f,h=r.projection||f,d=e.axesBounds,g=function(t){for(var e=A,r=0;r<2;++r)for(var n=0;n<3;++n)e[r][n]=Math.max(Math.min(t[r][n],1e8),-1e8);return e}(e.clipBounds);i=e.axes&&e.axes.lastCubeProps?e.axes.lastCubeProps.axis:[1,1,1],y[0]=2/o.drawingBufferWidth,y[1]=2/o.drawingBufferHeight,t.bind(),l.view=u,l.projection=h,l.screenSize=y,l.highlightId=e.highlightId,l.highlightScale=e.highlightScale,l.clipBounds=g,l.pickGroup=e.pickId/255,l.pixelRatio=n;for(var m=0;m<3;++m)if(a[m]){l.scale=e.projectScale[m],l.opacity=e.projectOpacity[m];for(var v=T,L=0;L<16;++L)v[L]=0;for(L=0;L<4;++L)v[5*L]=1;v[5*m]=0,i[m]<0?v[12+m]=d[0][m]:v[12+m]=d[1][m],s(v,c,v),l.model=v;var C=(m+1)%3,P=(m+2)%3,I=M(x),O=M(b);I[C]=1,O[P]=1;var z=p(0,0,0,S(_,I)),D=p(0,0,0,S(w,O));if(Math.abs(z[1])>Math.abs(D[1])){var R=z;z=D,D=R,R=I,I=O,O=R;var F=C;C=P,P=F}z[0]<0&&(I[C]=-1),D[1]>0&&(O[P]=-1);var B=0,N=0;for(L=0;L<4;++L)B+=Math.pow(c[4*C+L],2),N+=Math.pow(c[4*P+L],2);I[C]/=Math.sqrt(B),O[P]/=Math.sqrt(N),l.axes[0]=I,l.axes[1]=O,l.fragClipBounds[0]=E(k,g[0],m,-1e8),l.fragClipBounds[1]=E(k,g[1],m,1e8),e.vao.bind(),e.vao.draw(o.TRIANGLES,e.vertexCount),e.lineWidth>0&&(o.lineWidth(e.lineWidth*n),e.vao.draw(o.LINES,e.lineVertexCount,e.vertexCount)),e.vao.unbind()}}var C=[[-1e8,-1e8,-1e8],[1e8,1e8,1e8]];function P(t,e,r,n,i,a,o){var s=r.gl;if((a===r.projectHasAlpha||o)&&L(e,r,n,i),a===r.hasAlpha||o){t.bind();var l=t.uniforms;l.model=n.model||f,l.view=n.view||f,l.projection=n.projection||f,y[0]=2/s.drawingBufferWidth,y[1]=2/s.drawingBufferHeight,l.screenSize=y,l.highlightId=r.highlightId,l.highlightScale=r.highlightScale,l.fragClipBounds=C,l.clipBounds=r.axes.bounds,l.opacity=r.opacity,l.pickGroup=r.pickId/255,l.pixelRatio=i,r.vao.bind(),r.vao.draw(s.TRIANGLES,r.vertexCount),r.lineWidth>0&&(s.lineWidth(r.lineWidth*i),r.vao.draw(s.LINES,r.lineVertexCount,r.vertexCount)),r.vao.unbind()}}function I(t,e,r,i){var a;a=Array.isArray(t)?e<t.length?t[e]:void 0:t,a=u(a);var o=!0;n(a)&&(a=\"\\u25bc\",o=!1);var s=c(a,r,i);return{mesh:s[0],lines:s[1],bounds:s[2],visible:o}}v.draw=function(t){P(this.useOrtho?this.orthoShader:this.shader,this.projectShader,this,t,this.pixelRatio,!1,!1)},v.drawTransparent=function(t){P(this.useOrtho?this.orthoShader:this.shader,this.projectShader,this,t,this.pixelRatio,!0,!1)},v.drawPick=function(t){P(this.useOrtho?this.pickOrthoShader:this.pickPerspectiveShader,this.pickProjectShader,this,t,1,!0,!0)},v.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=t.value[2]+(t.value[1]<<8)+(t.value[0]<<16);if(e>=this.pointCount||e<0)return null;var r=this.points[e],n=this._selectResult;n.index=e;for(var i=0;i<3;++i)n.position[i]=n.dataCoordinate[i]=r[i];return n},v.highlight=function(t){if(t){var e=t.index,r=255&e,n=e>>8&255,i=e>>16&255;this.highlightId=[r/255,n/255,i/255,0]}else this.highlightId=[1,1,1,1]},v.update=function(t){if(\"perspective\"in(t=t||{})&&(this.useOrtho=!t.perspective),\"orthographic\"in t&&(this.useOrtho=!!t.orthographic),\"lineWidth\"in t&&(this.lineWidth=t.lineWidth),\"project\"in t)if(Array.isArray(t.project))this.axesProject=t.project;else{var e=!!t.project;this.axesProject=[e,e,e]}if(\"projectScale\"in t)if(Array.isArray(t.projectScale))this.projectScale=t.projectScale.slice();else{var r=+t.projectScale;this.projectScale=[r,r,r]}if(this.projectHasAlpha=!1,\"projectOpacity\"in t){if(Array.isArray(t.projectOpacity))this.projectOpacity=t.projectOpacity.slice();else{r=+t.projectOpacity;this.projectOpacity=[r,r,r]}for(var n=0;n<3;++n)this.projectOpacity[n]=g(this.projectOpacity[n]),this.projectOpacity[n]<1&&(this.projectHasAlpha=!0)}this.hasAlpha=!1,\"opacity\"in t&&(this.opacity=g(t.opacity),this.opacity<1&&(this.hasAlpha=!0)),this.dirty=!0;var i,a,s=t.position,l=t.font||\"normal\",c=t.alignment||[0,0];if(2===c.length)i=c[0],a=c[1];else{i=[],a=[];for(n=0;n<c.length;++n)i[n]=c[n][0],a[n]=c[n][1]}var u=[1/0,1/0,1/0],f=[-1/0,-1/0,-1/0],h=t.glyph,p=t.color,d=t.size,m=t.angle,v=t.lineColor,y=-1,x=0,b=0,_=0;if(s.length){_=s.length;t:for(n=0;n<_;++n){for(var w=s[n],T=0;T<3;++T)if(isNaN(w[T])||!isFinite(w[T]))continue t;var k=(N=I(h,n,l,this.pixelRatio)).mesh,A=N.lines,M=N.bounds;x+=3*k.cells.length,b+=2*A.edges.length}}var S=x+b,E=o.mallocFloat(3*S),L=o.mallocFloat(4*S),C=o.mallocFloat(2*S),P=o.mallocUint32(S);if(S>0){var O=0,z=x,D=[0,0,0,1],R=[0,0,0,1],F=Array.isArray(p)&&Array.isArray(p[0]),B=Array.isArray(v)&&Array.isArray(v[0]);t:for(n=0;n<_;++n){y+=1;for(w=s[n],T=0;T<3;++T){if(isNaN(w[T])||!isFinite(w[T]))continue t;f[T]=Math.max(f[T],w[T]),u[T]=Math.min(u[T],w[T])}k=(N=I(h,n,l,this.pixelRatio)).mesh,A=N.lines,M=N.bounds;var N,j=N.visible;if(j)if(Array.isArray(p)){if(3===(U=F?n<p.length?p[n]:[0,0,0,0]:p).length){for(T=0;T<3;++T)D[T]=U[T];D[3]=1}else if(4===U.length){for(T=0;T<4;++T)D[T]=U[T];!this.hasAlpha&&U[3]<1&&(this.hasAlpha=!0)}}else D[0]=D[1]=D[2]=0,D[3]=1;else D=[1,1,1,0];if(j)if(Array.isArray(v)){var U;if(3===(U=B?n<v.length?v[n]:[0,0,0,0]:v).length){for(T=0;T<3;++T)R[T]=U[T];R[T]=1}else if(4===U.length){for(T=0;T<4;++T)R[T]=U[T];!this.hasAlpha&&U[3]<1&&(this.hasAlpha=!0)}}else R[0]=R[1]=R[2]=0,R[3]=1;else R=[1,1,1,0];var V=.5;j?Array.isArray(d)?V=n<d.length?+d[n]:12:d?V=+d:this.useOrtho&&(V=12):V=0;var H=0;Array.isArray(m)?H=n<m.length?+m[n]:0:m&&(H=+m);var q=Math.cos(H),G=Math.sin(H);for(w=s[n],T=0;T<3;++T)f[T]=Math.max(f[T],w[T]),u[T]=Math.min(u[T],w[T]);var Y=i,W=a;Y=0;Array.isArray(i)?Y=n<i.length?i[n]:0:i&&(Y=i);W=0;Array.isArray(a)?W=n<a.length?a[n]:0:a&&(W=a);var X=[Y*=Y>0?1-M[0][0]:Y<0?1+M[1][0]:1,W*=W>0?1-M[0][1]:W<0?1+M[1][1]:1],Z=k.cells||[],J=k.positions||[];for(T=0;T<Z.length;++T)for(var K=Z[T],Q=0;Q<3;++Q){for(var $=0;$<3;++$)E[3*O+$]=w[$];for($=0;$<4;++$)L[4*O+$]=D[$];P[O]=y;var tt=J[K[Q]];C[2*O]=V*(q*tt[0]-G*tt[1]+X[0]),C[2*O+1]=V*(G*tt[0]+q*tt[1]+X[1]),O+=1}for(Z=A.edges,J=A.positions,T=0;T<Z.length;++T)for(K=Z[T],Q=0;Q<2;++Q){for($=0;$<3;++$)E[3*z+$]=w[$];for($=0;$<4;++$)L[4*z+$]=R[$];P[z]=y;tt=J[K[Q]];C[2*z]=V*(q*tt[0]-G*tt[1]+X[0]),C[2*z+1]=V*(G*tt[0]+q*tt[1]+X[1]),z+=1}}}this.bounds=[u,f],this.points=s,this.pointCount=s.length,this.vertexCount=x,this.lineVertexCount=b,this.pointBuffer.update(E),this.colorBuffer.update(L),this.glyphBuffer.update(C),this.idBuffer.update(P),o.free(E),o.free(L),o.free(C),o.free(P)},v.dispose=function(){this.shader.dispose(),this.orthoShader.dispose(),this.pickPerspectiveShader.dispose(),this.pickOrthoShader.dispose(),this.vao.dispose(),this.pointBuffer.dispose(),this.colorBuffer.dispose(),this.glyphBuffer.dispose(),this.idBuffer.dispose()}},{\"./lib/get-simple-string\":125,\"./lib/glyphs\":126,\"./lib/shaders\":127,\"gl-buffer\":78,\"gl-mat4/multiply\":100,\"gl-vao\":150,\"is-string-blank\":239,\"typedarray-pool\":308}],129:[function(t,e,r){\"use strict\";var n=t(\"glslify\");r.boxVertex=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nattribute vec2 vertex;\\n\\nuniform vec2 cornerA, cornerB;\\n\\nvoid main() {\\n  gl_Position = vec4(mix(cornerA, cornerB, vertex), 0, 1);\\n}\\n\"]),r.boxFragment=n([\"precision mediump float;\\n#define GLSLIFY 1\\n\\nuniform vec4 color;\\n\\nvoid main() {\\n  gl_FragColor = color;\\n}\\n\"])},{glslify:231}],130:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=t(\"gl-buffer\"),a=t(\"./lib/shaders\");function o(t,e,r){this.plot=t,this.boxBuffer=e,this.boxShader=r,this.enabled=!0,this.selectBox=[1/0,1/0,-1/0,-1/0],this.borderColor=[0,0,0,1],this.innerFill=!1,this.innerColor=[0,0,0,.25],this.outerFill=!0,this.outerColor=[0,0,0,.5],this.borderWidth=10}e.exports=function(t,e){var r=t.gl,s=i(r,[0,0,0,1,1,0,1,1]),l=n(r,a.boxVertex,a.boxFragment),c=new o(t,s,l);return c.update(e),t.addOverlay(c),c};var s=o.prototype;s.draw=function(){if(this.enabled){var t=this.plot,e=this.selectBox,r=this.borderWidth,n=(this.innerFill,this.innerColor),i=(this.outerFill,this.outerColor),a=this.borderColor,o=t.box,s=t.screenBox,l=t.dataBox,c=t.viewBox,u=t.pixelRatio,f=(e[0]-l[0])*(c[2]-c[0])/(l[2]-l[0])+c[0],h=(e[1]-l[1])*(c[3]-c[1])/(l[3]-l[1])+c[1],p=(e[2]-l[0])*(c[2]-c[0])/(l[2]-l[0])+c[0],d=(e[3]-l[1])*(c[3]-c[1])/(l[3]-l[1])+c[1];if(f=Math.max(f,c[0]),h=Math.max(h,c[1]),p=Math.min(p,c[2]),d=Math.min(d,c[3]),!(p<f||d<h)){o.bind();var g=s[2]-s[0],m=s[3]-s[1];if(this.outerFill&&(o.drawBox(0,0,g,h,i),o.drawBox(0,h,f,d,i),o.drawBox(0,d,g,m,i),o.drawBox(p,h,g,d,i)),this.innerFill&&o.drawBox(f,h,p,d,n),r>0){var v=r*u;o.drawBox(f-v,h-v,p+v,h+v,a),o.drawBox(f-v,d-v,p+v,d+v,a),o.drawBox(f-v,h-v,f+v,d+v,a),o.drawBox(p-v,h-v,p+v,d+v,a)}}}},s.update=function(t){t=t||{},this.innerFill=!!t.innerFill,this.outerFill=!!t.outerFill,this.innerColor=(t.innerColor||[0,0,0,.5]).slice(),this.outerColor=(t.outerColor||[0,0,0,.5]).slice(),this.borderColor=(t.borderColor||[0,0,0,1]).slice(),this.borderWidth=t.borderWidth||0,this.selectBox=(t.selectBox||this.selectBox).slice()},s.dispose=function(){this.boxBuffer.dispose(),this.boxShader.dispose(),this.plot.removeOverlay(this)}},{\"./lib/shaders\":129,\"gl-buffer\":78,\"gl-shader\":132}],131:[function(t,e,r){\"use strict\";e.exports=function(t,e){var r=e[0],a=e[1],o=n(t,r,a,{}),s=i.mallocUint8(r*a*4);return new l(t,o,s)};var n=t(\"gl-fbo\"),i=t(\"typedarray-pool\"),a=t(\"ndarray\"),o=t(\"bit-twiddle\").nextPow2;function s(t,e,r,n,i){this.coord=[t,e],this.id=r,this.value=n,this.distance=i}function l(t,e,r){this.gl=t,this.fbo=e,this.buffer=r,this._readTimeout=null;var n=this;this._readCallback=function(){n.gl&&(e.bind(),t.readPixels(0,0,e.shape[0],e.shape[1],t.RGBA,t.UNSIGNED_BYTE,n.buffer),n._readTimeout=null)}}var c=l.prototype;Object.defineProperty(c,\"shape\",{get:function(){return this.gl?this.fbo.shape.slice():[0,0]},set:function(t){if(this.gl){this.fbo.shape=t;var e=this.fbo.shape[0],r=this.fbo.shape[1];if(r*e*4>this.buffer.length){i.free(this.buffer);for(var n=this.buffer=i.mallocUint8(o(r*e*4)),a=0;a<r*e*4;++a)n[a]=255}return t}}}),c.begin=function(){var t=this.gl;this.shape;t&&(this.fbo.bind(),t.clearColor(1,1,1,1),t.clear(t.COLOR_BUFFER_BIT|t.DEPTH_BUFFER_BIT))},c.end=function(){var t=this.gl;t&&(t.bindFramebuffer(t.FRAMEBUFFER,null),this._readTimeout||clearTimeout(this._readTimeout),this._readTimeout=setTimeout(this._readCallback,1))},c.query=function(t,e,r){if(!this.gl)return null;var n=this.fbo.shape.slice();t|=0,e|=0,\"number\"!=typeof r&&(r=1);var i=0|Math.min(Math.max(t-r,0),n[0]),o=0|Math.min(Math.max(t+r,0),n[0]),l=0|Math.min(Math.max(e-r,0),n[1]),c=0|Math.min(Math.max(e+r,0),n[1]);if(o<=i||c<=l)return null;var u=[o-i,c-l],f=a(this.buffer,[u[0],u[1],4],[4,4*n[0],1],4*(i+n[0]*l)),h=function(t,e,r){for(var n=1e8,i=-1,a=-1,o=t.shape[0],s=t.shape[1],l=0;l<o;l++)for(var c=0;c<s;c++){var u=t.get(l,c,0),f=t.get(l,c,1),h=t.get(l,c,2),p=t.get(l,c,3);if(u<255||f<255||h<255||p<255){var d=e-l,g=r-c,m=d*d+g*g;m<n&&(n=m,i=l,a=c)}}return[i,a,n]}(f.hi(u[0],u[1],1),r,r),p=h[0],d=h[1];return p<0||Math.pow(this.radius,2)<h[2]?null:new s(p+i|0,d+l|0,f.get(p,d,0),[f.get(p,d,1),f.get(p,d,2),f.get(p,d,3)],Math.sqrt(h[2]))},c.dispose=function(){this.gl&&(this.fbo.dispose(),i.free(this.buffer),this.gl=null,this._readTimeout&&clearTimeout(this._readTimeout))}},{\"bit-twiddle\":32,\"gl-fbo\":86,ndarray:259,\"typedarray-pool\":308}],132:[function(t,e,r){\"use strict\";var n=t(\"./lib/create-uniforms\"),i=t(\"./lib/create-attributes\"),a=t(\"./lib/reflect\"),o=t(\"./lib/shader-cache\"),s=t(\"./lib/runtime-reflect\"),l=t(\"./lib/GLError\");function c(t){this.gl=t,this.gl.lastAttribCount=0,this._vref=this._fref=this._relink=this.vertShader=this.fragShader=this.program=this.attributes=this.uniforms=this.types=null}var u=c.prototype;function f(t,e){return t.name<e.name?-1:1}u.bind=function(){var t;this.program||this._relink();var e=this.gl.getProgramParameter(this.program,this.gl.ACTIVE_ATTRIBUTES),r=this.gl.lastAttribCount;if(e>r)for(t=r;t<e;t++)this.gl.enableVertexAttribArray(t);else if(r>e)for(t=e;t<r;t++)this.gl.disableVertexAttribArray(t);this.gl.lastAttribCount=e,this.gl.useProgram(this.program)},u.dispose=function(){for(var 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w=c[y];if(w.type.indexOf(\"mat\")>=0){for(var T=0|w.type.charAt(w.type.length-1),k=new Array(T),A=0;A<T;++A)k[A]=_.length,b.push(w.name+\"[\"+A+\"]\"),\"number\"==typeof w.location?_.push(w.location+A):Array.isArray(w.location)&&w.location.length===T&&\"number\"==typeof w.location[A]?_.push(0|w.location[A]):_.push(-1);x.push({name:w.name,type:w.type,locations:k})}else x.push({name:w.name,type:w.type,locations:[_.length]}),b.push(w.name),\"number\"==typeof w.location?_.push(0|w.location):_.push(-1)}var M=0;for(y=0;y<_.length;++y)if(_[y]<0){for(;_.indexOf(M)>=0;)M+=1;_[y]=M}var S=new Array(r.length);function E(){h.program=o.program(p,h._vref,h._fref,b,_);for(var t=0;t<r.length;++t)S[t]=p.getUniformLocation(h.program,r[t].name)}E(),h._relink=E,h.types={uniforms:a(r),attributes:a(c)},h.attributes=i(p,h,x,_),Object.defineProperty(h,\"uniforms\",n(p,h,r,S))},e.exports=function(t,e,r,n,i){var a=new c(t);return 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h=c,p=u,d=0;d<3;++d)i&&i[d]<0?(h[d]=this.bounds[0][d],p[d]=this.bounds[1][d]):(h[d]=this.bounds[1][d],p[d]=this.bounds[0][d]);f[0]=e.drawingBufferWidth,f[1]=e.drawingBufferHeight,n.uniforms.model=a,n.uniforms.view=s,n.uniforms.projection=l,n.uniforms.coordinates=[this.position,h,p],n.uniforms.colors=this.colors,n.uniforms.screenShape=f;for(d=0;d<3;++d)n.uniforms.lineWidth=this.lineWidth[d]*this.pixelRatio,this.enabled[d]&&(r.draw(e.TRIANGLES,6,6*d),this.drawSides[d]&&r.draw(e.TRIANGLES,12,18+12*d));r.unbind()},l.update=function(t){t&&(\"bounds\"in t&&(this.bounds=t.bounds),\"position\"in t&&(this.position=t.position),\"lineWidth\"in t&&(this.lineWidth=t.lineWidth),\"colors\"in t&&(this.colors=t.colors),\"enabled\"in t&&(this.enabled=t.enabled),\"drawSides\"in t&&(this.drawSides=t.drawSides))},l.dispose=function(){this.vao.dispose(),this.buffer.dispose(),this.shader.dispose()}},{\"./shaders/index\":140,\"gl-buffer\":78,\"gl-vao\":150}],142:[function(t,e,r){var n=t(\"glslify\"),i=n([\"precision highp float;\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nvec3 getOrthogonalVector(vec3 v) {\\n  // Return up-vector for only-z vector.\\n  // Return ax + by + cz = 0, a point that lies on the plane that has v as a normal and that isn't (0,0,0).\\n  // From the above if-statement we have ||a|| > 0  U  ||b|| > 0.\\n  // Assign z = 0, x = -b, y = a:\\n  // a*-b + b*a + c*0 = -ba + ba + 0 = 0\\n  if (v.x*v.x > v.z*v.z || v.y*v.y > v.z*v.z) {\\n    return normalize(vec3(-v.y, v.x, 0.0));\\n  } else {\\n    return normalize(vec3(0.0, v.z, -v.y));\\n  }\\n}\\n\\n// Calculate the tube vertex and normal at the given index.\\n//\\n// The returned vertex is for a tube ring with its center at origin, radius of length(d), pointing in the direction of d.\\n//\\n// Each tube segment is made up of a ring of vertices.\\n// These vertices are used to make up the triangles of the tube by connecting them together in the vertex array.\\n// The indexes of tube segments run from 0 to 8.\\n//\\nvec3 getTubePosition(vec3 d, float index, out vec3 normal) {\\n  float segmentCount = 8.0;\\n\\n  float angle = 2.0 * 3.14159 * (index / segmentCount);\\n\\n  vec3 u = getOrthogonalVector(d);\\n  vec3 v = normalize(cross(u, d));\\n\\n  vec3 x = u * cos(angle) * length(d);\\n  vec3 y = v * sin(angle) * length(d);\\n  vec3 v3 = x + y;\\n\\n  normal = normalize(v3);\\n\\n  return v3;\\n}\\n\\nattribute vec4 vector;\\nattribute vec4 color, position;\\nattribute vec2 uv;\\n\\nuniform float vectorScale, tubeScale;\\nuniform mat4 model, view, projection, inverseModel;\\nuniform vec3 eyePosition, lightPosition;\\n\\nvarying vec3 f_normal, f_lightDirection, f_eyeDirection, f_data, f_position;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  // Scale the vector magnitude to stay constant with\\n  // model & view changes.\\n  vec3 normal;\\n  vec3 XYZ = getTubePosition(mat3(model) * (tubeScale * vector.w * normalize(vector.xyz)), position.w, normal);\\n  vec4 tubePosition = model * vec4(position.xyz, 1.0) + vec4(XYZ, 0.0);\\n\\n  //Lighting geometry parameters\\n  vec4 cameraCoordinate = view * tubePosition;\\n  cameraCoordinate.xyz /= cameraCoordinate.w;\\n  f_lightDirection = lightPosition - cameraCoordinate.xyz;\\n  f_eyeDirection   = eyePosition - cameraCoordinate.xyz;\\n  f_normal = normalize((vec4(normal, 0.0) * inverseModel).xyz);\\n\\n  // vec4 m_position  = model * vec4(tubePosition, 1.0);\\n  vec4 t_position  = view * tubePosition;\\n  gl_Position      = projection * t_position;\\n\\n  f_color          = color;\\n  f_data           = tubePosition.xyz;\\n  f_position       = position.xyz;\\n  f_uv             = uv;\\n}\\n\"]),a=n([\"#extension GL_OES_standard_derivatives : enable\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nfloat beckmannDistribution(float x, float roughness) {\\n  float NdotH = max(x, 0.0001);\\n  float cos2Alpha = NdotH * NdotH;\\n  float tan2Alpha = (cos2Alpha - 1.0) / cos2Alpha;\\n  float roughness2 = roughness * roughness;\\n  float denom = 3.141592653589793 * roughness2 * cos2Alpha * cos2Alpha;\\n  return exp(tan2Alpha / roughness2) / denom;\\n}\\n\\nfloat cookTorranceSpecular(\\n  vec3 lightDirection,\\n  vec3 viewDirection,\\n  vec3 surfaceNormal,\\n  float roughness,\\n  float fresnel) {\\n\\n  float VdotN = max(dot(viewDirection, surfaceNormal), 0.0);\\n  float LdotN = max(dot(lightDirection, surfaceNormal), 0.0);\\n\\n  //Half angle vector\\n  vec3 H = normalize(lightDirection + viewDirection);\\n\\n  //Geometric term\\n  float NdotH = max(dot(surfaceNormal, H), 0.0);\\n  float VdotH = max(dot(viewDirection, H), 0.000001);\\n  float LdotH = max(dot(lightDirection, H), 0.000001);\\n  float G1 = (2.0 * NdotH * VdotN) / VdotH;\\n  float G2 = (2.0 * NdotH * LdotN) / LdotH;\\n  float G = min(1.0, min(G1, G2));\\n  \\n  //Distribution term\\n  float D = beckmannDistribution(NdotH, roughness);\\n\\n  //Fresnel term\\n  float F = pow(1.0 - VdotN, fresnel);\\n\\n  //Multiply terms and done\\n  return  G * F * D / max(3.14159265 * VdotN, 0.000001);\\n}\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 clipBounds[2];\\nuniform float roughness, fresnel, kambient, kdiffuse, kspecular, opacity;\\nuniform sampler2D texture;\\n\\nvarying vec3 f_normal, f_lightDirection, f_eyeDirection, f_data, f_position;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_position)) discard;\\n  vec3 N = normalize(f_normal);\\n  vec3 L = normalize(f_lightDirection);\\n  vec3 V = normalize(f_eyeDirection);\\n\\n  if(gl_FrontFacing) {\\n    N = -N;\\n  }\\n\\n  float specular = min(1.0, max(0.0, cookTorranceSpecular(L, V, N, roughness, fresnel)));\\n  float diffuse  = min(kambient + kdiffuse * max(dot(N, L), 0.0), 1.0);\\n\\n  vec4 surfaceColor = f_color * texture2D(texture, f_uv);\\n  vec4 litColor = surfaceColor.a * vec4(diffuse * surfaceColor.rgb + kspecular * vec3(1,1,1) * specular,  1.0);\\n\\n  gl_FragColor = litColor * opacity;\\n}\\n\"]),o=n([\"precision highp float;\\n\\nprecision highp float;\\n#define GLSLIFY 1\\n\\nvec3 getOrthogonalVector(vec3 v) {\\n  // Return up-vector for only-z vector.\\n  // Return ax + by + cz = 0, a point that lies on the plane that has v as a normal and that isn't (0,0,0).\\n  // From the above if-statement we have ||a|| > 0  U  ||b|| > 0.\\n  // Assign z = 0, x = -b, y = a:\\n  // a*-b + b*a + c*0 = -ba + ba + 0 = 0\\n  if (v.x*v.x > v.z*v.z || v.y*v.y > v.z*v.z) {\\n    return normalize(vec3(-v.y, v.x, 0.0));\\n  } else {\\n    return normalize(vec3(0.0, v.z, -v.y));\\n  }\\n}\\n\\n// Calculate the tube vertex and normal at the given index.\\n//\\n// The returned vertex is for a tube ring with its center at origin, radius of length(d), pointing in the direction of d.\\n//\\n// Each tube segment is made up of a ring of vertices.\\n// These vertices are used to make up the triangles of the tube by connecting them together in the vertex array.\\n// The indexes of tube segments run from 0 to 8.\\n//\\nvec3 getTubePosition(vec3 d, float index, out vec3 normal) {\\n  float segmentCount = 8.0;\\n\\n  float angle = 2.0 * 3.14159 * (index / segmentCount);\\n\\n  vec3 u = getOrthogonalVector(d);\\n  vec3 v = normalize(cross(u, d));\\n\\n  vec3 x = u * cos(angle) * length(d);\\n  vec3 y = v * sin(angle) * length(d);\\n  vec3 v3 = x + y;\\n\\n  normal = normalize(v3);\\n\\n  return v3;\\n}\\n\\nattribute vec4 vector;\\nattribute vec4 position;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\nuniform float tubeScale;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  vec3 normal;\\n  vec3 XYZ = getTubePosition(mat3(model) * (tubeScale * vector.w * normalize(vector.xyz)), position.w, normal);\\n  vec4 tubePosition = model * vec4(position.xyz, 1.0) + vec4(XYZ, 0.0);\\n\\n  gl_Position = projection * view * tubePosition;\\n  f_id        = id;\\n  f_position  = position.xyz;\\n}\\n\"]),s=n([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3  clipBounds[2];\\nuniform float pickId;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if (outOfRange(clipBounds[0], clipBounds[1], f_position)) discard;\\n\\n  gl_FragColor = vec4(pickId, f_id.xyz);\\n}\"]);r.meshShader={vertex:i,fragment:a,attributes:[{name:\"position\",type:\"vec4\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"},{name:\"vector\",type:\"vec4\"}]},r.pickShader={vertex:o,fragment:s,attributes:[{name:\"position\",type:\"vec4\"},{name:\"id\",type:\"vec4\"},{name:\"vector\",type:\"vec4\"}]}},{glslify:231}],143:[function(t,e,r){\"use strict\";var n=t(\"gl-vec3\"),i=t(\"gl-vec4\"),a=[\"xyz\",\"xzy\",\"yxz\",\"yzx\",\"zxy\",\"zyx\"],o=function(t,e,r,a){for(var o=0,s=0;s<t.length;s++)for(var l=t[s].velocities,c=0;c<l.length;c++)o=Math.max(o,n.length(l[c]));var u=t.map((function(t){return function(t,e,r,a){for(var o=t.points,s=t.velocities,l=t.divergences,c=[],u=[],f=[],h=[],p=[],d=[],g=0,m=0,v=i.create(),y=i.create(),x=0;x<o.length;x++){var b=o[x],_=s[x],w=l[x];0===e&&(w=.05*r),m=n.length(_)/a,v=i.create(),n.copy(v,_),v[3]=w;for(var T=0;T<8;T++)p[T]=[b[0],b[1],b[2],T];if(h.length>0)for(T=0;T<8;T++){var k=(T+1)%8;c.push(h[T],p[T],p[k],p[k],h[k],h[T]),f.push(y,v,v,v,y,y),d.push(g,m,m,m,g,g);var A=c.length;u.push([A-6,A-5,A-4],[A-3,A-2,A-1])}var M=h;h=p,p=M;var S=y;y=v,v=S;var E=g;g=m,m=E}return{positions:c,cells:u,vectors:f,vertexIntensity:d}}(t,r,a,o)})),f=[],h=[],p=[],d=[];for(s=0;s<u.length;s++){var g=u[s],m=f.length;f=f.concat(g.positions),p=p.concat(g.vectors),d=d.concat(g.vertexIntensity);for(c=0;c<g.cells.length;c++){var v=g.cells[c],y=[];h.push(y);for(var x=0;x<v.length;x++)y.push(v[x]+m)}}return{positions:f,cells:h,vectors:p,vertexIntensity:d,colormap:e}},s=function(t,e){var r,n=t.length;for(r=0;r<n;r++){var i=t[r];if(i===e)return r;if(i>e)return r-1}return r},l=function(t,e,r){return t<e?e:t>r?r:t},c=function(t){var e=1/0;t.sort((function(t,e){return t-e}));for(var r=t.length,n=1;n<r;n++){var i=Math.abs(t[n]-t[n-1]);i<e&&(e=i)}return e};e.exports=function(t,e){var r=t.startingPositions,i=t.maxLength||1e3,u=t.tubeSize||1,f=t.absoluteTubeSize,h=t.gridFill||\"+x+y+z\",p={};-1!==h.indexOf(\"-x\")&&(p.reversedX=!0),-1!==h.indexOf(\"-y\")&&(p.reversedY=!0),-1!==h.indexOf(\"-z\")&&(p.reversedZ=!0),p.filled=a.indexOf(h.replace(/-/g,\"\").replace(/\\+/g,\"\"));var d=t.getVelocity||function(e){return function(t,e,r){var i=e.vectors,a=e.meshgrid,o=t[0],c=t[1],u=t[2],f=a[0].length,h=a[1].length,p=a[2].length,d=s(a[0],o),g=s(a[1],c),m=s(a[2],u),v=d+1,y=g+1,x=m+1;if(d=l(d,0,f-1),v=l(v,0,f-1),g=l(g,0,h-1),y=l(y,0,h-1),m=l(m,0,p-1),x=l(x,0,p-1),d<0||g<0||m<0||v>f-1||y>h-1||x>p-1)return n.create();var b,_,w,T,k,A,M=a[0][d],S=a[0][v],E=a[1][g],L=a[1][y],C=a[2][m],P=(o-M)/(S-M),I=(c-E)/(L-E),O=(u-C)/(a[2][x]-C);switch(isFinite(P)||(P=.5),isFinite(I)||(I=.5),isFinite(O)||(O=.5),r.reversedX&&(d=f-1-d,v=f-1-v),r.reversedY&&(g=h-1-g,y=h-1-y),r.reversedZ&&(m=p-1-m,x=p-1-x),r.filled){case 5:k=m,A=x,w=g*p,T=y*p,b=d*p*h,_=v*p*h;break;case 4:k=m,A=x,b=d*p,_=v*p,w=g*p*f,T=y*p*f;break;case 3:w=g,T=y,k=m*h,A=x*h,b=d*h*p,_=v*h*p;break;case 2:w=g,T=y,b=d*h,_=v*h,k=m*h*f,A=x*h*f;break;case 1:b=d,_=v,k=m*f,A=x*f,w=g*f*p,T=y*f*p;break;default:b=d,_=v,w=g*f,T=y*f,k=m*f*h,A=x*f*h}var z=i[b+w+k],D=i[b+w+A],R=i[b+T+k],F=i[b+T+A],B=i[_+w+k],N=i[_+w+A],j=i[_+T+k],U=i[_+T+A],V=n.create(),H=n.create(),q=n.create(),G=n.create();n.lerp(V,z,B,P),n.lerp(H,D,N,P),n.lerp(q,R,j,P),n.lerp(G,F,U,P);var Y=n.create(),W=n.create();n.lerp(Y,V,q,I),n.lerp(W,H,G,I);var X=n.create();return n.lerp(X,Y,W,O),X}(e,t,p)},g=t.getDivergence||function(t,e){var r=n.create(),i=1e-4;n.add(r,t,[i,0,0]);var a=d(r);n.subtract(a,a,e),n.scale(a,a,1/i),n.add(r,t,[0,i,0]);var o=d(r);n.subtract(o,o,e),n.scale(o,o,1/i),n.add(r,t,[0,0,i]);var s=d(r);return n.subtract(s,s,e),n.scale(s,s,1/i),n.add(r,a,o),n.add(r,r,s),r},m=[],v=e[0][0],y=e[0][1],x=e[0][2],b=e[1][0],_=e[1][1],w=e[1][2],T=function(t){var e=t[0],r=t[1],n=t[2];return!(e<v||e>b||r<y||r>_||n<x||n>w)},k=10*n.distance(e[0],e[1])/i,A=k*k,M=1,S=0,E=r.length;E>1&&(M=function(t){for(var e=[],r=[],n=[],i={},a={},o={},s=t.length,l=0;l<s;l++){var u=t[l],f=u[0],h=u[1],p=u[2];i[f]||(e.push(f),i[f]=!0),a[h]||(r.push(h),a[h]=!0),o[p]||(n.push(p),o[p]=!0)}var d=c(e),g=c(r),m=c(n),v=Math.min(d,g,m);return isFinite(v)?v:1}(r));for(var L=0;L<E;L++){var C=n.create();n.copy(C,r[L]);var P=[C],I=[],O=d(C),z=C;I.push(O);var D=[],R=g(C,O),F=n.length(R);isFinite(F)&&F>S&&(S=F),D.push(F),m.push({points:P,velocities:I,divergences:D});for(var B=0;B<100*i&&P.length<i&&T(C);){B++;var N=n.clone(O),j=n.squaredLength(N);if(0===j)break;if(j>A&&n.scale(N,N,k/Math.sqrt(j)),n.add(N,N,C),O=d(N),n.squaredDistance(z,N)-A>-1e-4*A){P.push(N),z=N,I.push(O);R=g(N,O),F=n.length(R);isFinite(F)&&F>S&&(S=F),D.push(F)}C=N}}var U=o(m,t.colormap,S,M);return f?U.tubeScale=f:(0===S&&(S=1),U.tubeScale=.5*u*M/S),U};var u=t(\"./lib/shaders\"),f=t(\"gl-cone3d\").createMesh;e.exports.createTubeMesh=function(t,e){return f(t,e,{shaders:u,traceType:\"streamtube\"})}},{\"./lib/shaders\":142,\"gl-cone3d\":79,\"gl-vec3\":169,\"gl-vec4\":205}],144:[function(t,e,r){var n=t(\"gl-shader\"),i=t(\"glslify\"),a=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec4 uv;\\nattribute vec3 f;\\nattribute vec3 normal;\\n\\nuniform vec3 objectOffset;\\nuniform mat4 model, view, projection, inverseModel;\\nuniform vec3 lightPosition, eyePosition;\\nuniform sampler2D colormap;\\n\\nvarying float value, kill;\\nvarying vec3 worldCoordinate;\\nvarying vec2 planeCoordinate;\\nvarying vec3 lightDirection, eyeDirection, surfaceNormal;\\nvarying vec4 vColor;\\n\\nvoid main() {\\n  vec3 localCoordinate = vec3(uv.zw, f.x);\\n  worldCoordinate = objectOffset + localCoordinate;\\n  vec4 worldPosition = model * vec4(worldCoordinate, 1.0);\\n  vec4 clipPosition = projection * view * worldPosition;\\n  gl_Position = clipPosition;\\n  kill = f.y;\\n  value = f.z;\\n  planeCoordinate = uv.xy;\\n\\n  vColor = texture2D(colormap, vec2(value, value));\\n\\n  //Lighting geometry parameters\\n  vec4 cameraCoordinate = view * worldPosition;\\n  cameraCoordinate.xyz /= cameraCoordinate.w;\\n  lightDirection = lightPosition - cameraCoordinate.xyz;\\n  eyeDirection   = eyePosition - cameraCoordinate.xyz;\\n  surfaceNormal  = normalize((vec4(normal,0) * inverseModel).xyz);\\n}\\n\"]),o=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nfloat beckmannDistribution(float x, float roughness) {\\n  float NdotH = max(x, 0.0001);\\n  float cos2Alpha = NdotH * NdotH;\\n  float tan2Alpha = (cos2Alpha - 1.0) / cos2Alpha;\\n  float roughness2 = roughness * roughness;\\n  float denom = 3.141592653589793 * roughness2 * cos2Alpha * cos2Alpha;\\n  return exp(tan2Alpha / roughness2) / denom;\\n}\\n\\nfloat beckmannSpecular(\\n  vec3 lightDirection,\\n  vec3 viewDirection,\\n  vec3 surfaceNormal,\\n  float roughness) {\\n  return beckmannDistribution(dot(surfaceNormal, normalize(lightDirection + viewDirection)), roughness);\\n}\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec3 lowerBound, upperBound;\\nuniform float contourTint;\\nuniform vec4 contourColor;\\nuniform sampler2D colormap;\\nuniform vec3 clipBounds[2];\\nuniform float roughness, fresnel, kambient, kdiffuse, kspecular, opacity;\\nuniform float vertexColor;\\n\\nvarying float value, kill;\\nvarying vec3 worldCoordinate;\\nvarying vec3 lightDirection, eyeDirection, surfaceNormal;\\nvarying vec4 vColor;\\n\\nvoid main() {\\n  if (\\n    kill > 0.0 ||\\n    vColor.a == 0.0 ||\\n    outOfRange(clipBounds[0], clipBounds[1], worldCoordinate)\\n  ) discard;\\n\\n  vec3 N = normalize(surfaceNormal);\\n  vec3 V = normalize(eyeDirection);\\n  vec3 L = normalize(lightDirection);\\n\\n  if(gl_FrontFacing) {\\n    N = -N;\\n  }\\n\\n  float specular = max(beckmannSpecular(L, V, N, roughness), 0.);\\n  float diffuse  = min(kambient + kdiffuse * max(dot(N, L), 0.0), 1.0);\\n\\n  //decide how to interpolate color \\u2014 in vertex or in fragment\\n  vec4 surfaceColor =\\n    step(vertexColor, .5) * texture2D(colormap, vec2(value, value)) +\\n    step(.5, vertexColor) * vColor;\\n\\n  vec4 litColor = surfaceColor.a * vec4(diffuse * surfaceColor.rgb + kspecular * vec3(1,1,1) * specular,  1.0);\\n\\n  gl_FragColor = mix(litColor, contourColor, contourTint) * opacity;\\n}\\n\"]),s=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nattribute vec4 uv;\\nattribute float f;\\n\\nuniform vec3 objectOffset;\\nuniform mat3 permutation;\\nuniform mat4 model, view, projection;\\nuniform float height, zOffset;\\nuniform sampler2D colormap;\\n\\nvarying float value, kill;\\nvarying vec3 worldCoordinate;\\nvarying vec2 planeCoordinate;\\nvarying vec3 lightDirection, eyeDirection, surfaceNormal;\\nvarying vec4 vColor;\\n\\nvoid main() {\\n  vec3 dataCoordinate = permutation * vec3(uv.xy, height);\\n  worldCoordinate = objectOffset + dataCoordinate;\\n  vec4 worldPosition = model * vec4(worldCoordinate, 1.0);\\n\\n  vec4 clipPosition = projection * view * worldPosition;\\n  clipPosition.z += zOffset;\\n\\n  gl_Position = clipPosition;\\n  value = f + objectOffset.z;\\n  kill = -1.0;\\n  planeCoordinate = uv.zw;\\n\\n  vColor = texture2D(colormap, vec2(value, value));\\n\\n  //Don't do lighting for contours\\n  surfaceNormal   = vec3(1,0,0);\\n  eyeDirection    = vec3(0,1,0);\\n  lightDirection  = vec3(0,0,1);\\n}\\n\"]),l=i([\"precision highp float;\\n#define GLSLIFY 1\\n\\nbool outOfRange(float a, float b, float p) {\\n  return ((p > max(a, b)) || \\n          (p < min(a, b)));\\n}\\n\\nbool outOfRange(vec2 a, vec2 b, vec2 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y));\\n}\\n\\nbool outOfRange(vec3 a, vec3 b, vec3 p) {\\n  return (outOfRange(a.x, b.x, p.x) ||\\n          outOfRange(a.y, b.y, p.y) ||\\n          outOfRange(a.z, b.z, p.z));\\n}\\n\\nbool outOfRange(vec4 a, vec4 b, vec4 p) {\\n  return outOfRange(a.xyz, b.xyz, p.xyz);\\n}\\n\\nuniform vec2 shape;\\nuniform vec3 clipBounds[2];\\nuniform float pickId;\\n\\nvarying float value, kill;\\nvarying vec3 worldCoordinate;\\nvarying vec2 planeCoordinate;\\nvarying vec3 surfaceNormal;\\n\\nvec2 splitFloat(float v) {\\n  float vh = 255.0 * v;\\n  float upper = floor(vh);\\n  float lower = fract(vh);\\n  return vec2(upper / 255.0, floor(lower * 16.0) / 16.0);\\n}\\n\\nvoid main() {\\n  if ((kill > 0.0) ||\\n      (outOfRange(clipBounds[0], clipBounds[1], worldCoordinate))) discard;\\n\\n  vec2 ux = splitFloat(planeCoordinate.x / shape.x);\\n  vec2 uy = splitFloat(planeCoordinate.y / shape.y);\\n  gl_FragColor = vec4(pickId, ux.x, uy.x, ux.y + (uy.y/16.0));\\n}\\n\"]);r.createShader=function(t){var e=n(t,a,o,null,[{name:\"uv\",type:\"vec4\"},{name:\"f\",type:\"vec3\"},{name:\"normal\",type:\"vec3\"}]);return e.attributes.uv.location=0,e.attributes.f.location=1,e.attributes.normal.location=2,e},r.createPickShader=function(t){var e=n(t,a,l,null,[{name:\"uv\",type:\"vec4\"},{name:\"f\",type:\"vec3\"},{name:\"normal\",type:\"vec3\"}]);return e.attributes.uv.location=0,e.attributes.f.location=1,e.attributes.normal.location=2,e},r.createContourShader=function(t){var e=n(t,s,o,null,[{name:\"uv\",type:\"vec4\"},{name:\"f\",type:\"float\"}]);return e.attributes.uv.location=0,e.attributes.f.location=1,e},r.createPickContourShader=function(t){var e=n(t,s,l,null,[{name:\"uv\",type:\"vec4\"},{name:\"f\",type:\"float\"}]);return e.attributes.uv.location=0,e.attributes.f.location=1,e}},{\"gl-shader\":132,glslify:231}],145:[function(t,e,r){\"use strict\";e.exports=function(t){var e=t.gl,r=y(e),n=b(e),s=x(e),l=_(e),c=i(e),u=a(e,[{buffer:c,size:4,stride:40,offset:0},{buffer:c,size:3,stride:40,offset:16},{buffer:c,size:3,stride:40,offset:28}]),f=i(e),h=a(e,[{buffer:f,size:4,stride:20,offset:0},{buffer:f,size:1,stride:20,offset:16}]),p=i(e),d=a(e,[{buffer:p,size:2,type:e.FLOAT}]),g=o(e,1,256,e.RGBA,e.UNSIGNED_BYTE);g.minFilter=e.LINEAR,g.magFilter=e.LINEAR;var m=new M(e,[0,0],[[0,0,0],[0,0,0]],r,n,c,u,g,s,l,f,h,p,d,[0,0,0]),v={levels:[[],[],[]]};for(var w in t)v[w]=t[w];return v.colormap=v.colormap||\"jet\",m.update(v),m};var n=t(\"bit-twiddle\"),i=t(\"gl-buffer\"),a=t(\"gl-vao\"),o=t(\"gl-texture2d\"),s=t(\"typedarray-pool\"),l=t(\"colormap\"),c=t(\"ndarray-ops\"),u=t(\"ndarray-pack\"),f=t(\"ndarray\"),h=t(\"surface-nets\"),p=t(\"gl-mat4/multiply\"),d=t(\"gl-mat4/invert\"),g=t(\"binary-search-bounds\"),m=t(\"ndarray-gradient\"),v=t(\"./lib/shaders\"),y=v.createShader,x=v.createContourShader,b=v.createPickShader,_=v.createPickContourShader,w=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1],T=[[0,0],[0,1],[1,0],[1,1],[1,0],[0,1]],k=[[0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0]];function A(t,e,r,n,i){this.position=t,this.index=e,this.uv=r,this.level=n,this.dataCoordinate=i}!function(){for(var t=0;t<3;++t){var e=k[t],r=(t+2)%3;e[(t+1)%3+0]=1,e[r+3]=1,e[t+6]=1}}();function M(t,e,r,n,i,a,o,l,c,u,h,p,d,g,m){this.gl=t,this.shape=e,this.bounds=r,this.objectOffset=m,this.intensityBounds=[],this._shader=n,this._pickShader=i,this._coordinateBuffer=a,this._vao=o,this._colorMap=l,this._contourShader=c,this._contourPickShader=u,this._contourBuffer=h,this._contourVAO=p,this._contourOffsets=[[],[],[]],this._contourCounts=[[],[],[]],this._vertexCount=0,this._pickResult=new A([0,0,0],[0,0],[0,0],[0,0,0],[0,0,0]),this._dynamicBuffer=d,this._dynamicVAO=g,this._dynamicOffsets=[0,0,0],this._dynamicCounts=[0,0,0],this.contourWidth=[1,1,1],this.contourLevels=[[1],[1],[1]],this.contourTint=[0,0,0],this.contourColor=[[.5,.5,.5,1],[.5,.5,.5,1],[.5,.5,.5,1]],this.showContour=!0,this.showSurface=!0,this.enableHighlight=[!0,!0,!0],this.highlightColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.highlightTint=[1,1,1],this.highlightLevel=[-1,-1,-1],this.enableDynamic=[!0,!0,!0],this.dynamicLevel=[NaN,NaN,NaN],this.dynamicColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.dynamicTint=[1,1,1],this.dynamicWidth=[1,1,1],this.axesBounds=[[1/0,1/0,1/0],[-1/0,-1/0,-1/0]],this.surfaceProject=[!1,!1,!1],this.contourProject=[[!1,!1,!1],[!1,!1,!1],[!1,!1,!1]],this.colorBounds=[!1,!1],this._field=[f(s.mallocFloat(1024),[0,0]),f(s.mallocFloat(1024),[0,0]),f(s.mallocFloat(1024),[0,0])],this.pickId=1,this.clipBounds=[[-1/0,-1/0,-1/0],[1/0,1/0,1/0]],this.snapToData=!1,this.pixelRatio=1,this.opacity=1,this.lightPosition=[10,1e4,0],this.ambientLight=.8,this.diffuseLight=.8,this.specularLight=2,this.roughness=.5,this.fresnel=1.5,this.vertexColor=0,this.dirty=!0}var S=M.prototype;S.genColormap=function(t,e){var r=!1,n=u([l({colormap:t,nshades:256,format:\"rgba\"}).map((function(t,n){var i=e?function(t,e){if(!e)return 1;if(!e.length)return 1;for(var r=0;r<e.length;++r){if(e.length<2)return 1;if(e[r][0]===t)return e[r][1];if(e[r][0]>t&&r>0){var n=(e[r][0]-t)/(e[r][0]-e[r-1][0]);return e[r][1]*(1-n)+n*e[r-1][1]}}return 1}(n/255,e):t[3];return i<1&&(r=!0),[t[0],t[1],t[2],255*i]}))]);return c.divseq(n,255),this.hasAlphaScale=r,n},S.isTransparent=function(){return this.opacity<1||this.hasAlphaScale},S.isOpaque=function(){return!this.isTransparent()},S.pickSlots=1,S.setPickBase=function(t){this.pickId=t};var E=[0,0,0],L={showSurface:!1,showContour:!1,projections:[w.slice(),w.slice(),w.slice()],clipBounds:[[[0,0,0],[0,0,0]],[[0,0,0],[0,0,0]],[[0,0,0],[0,0,0]]]};function C(t,e){var r,n,i,a=e.axes&&e.axes.lastCubeProps.axis||E,o=e.showSurface,s=e.showContour;for(r=0;r<3;++r)for(o=o||e.surfaceProject[r],n=0;n<3;++n)s=s||e.contourProject[r][n];for(r=0;r<3;++r){var l=L.projections[r];for(n=0;n<16;++n)l[n]=0;for(n=0;n<4;++n)l[5*n]=1;l[5*r]=0,l[12+r]=e.axesBounds[+(a[r]>0)][r],p(l,t.model,l);var c=L.clipBounds[r];for(i=0;i<2;++i)for(n=0;n<3;++n)c[i][n]=t.clipBounds[i][n];c[0][r]=-1e8,c[1][r]=1e8}return L.showSurface=o,L.showContour=s,L}var P={model:w,view:w,projection:w,inverseModel:w.slice(),lowerBound:[0,0,0],upperBound:[0,0,0],colorMap:0,clipBounds:[[0,0,0],[0,0,0]],height:0,contourTint:0,contourColor:[0,0,0,1],permutation:[1,0,0,0,1,0,0,0,1],zOffset:-1e-4,objectOffset:[0,0,0],kambient:1,kdiffuse:1,kspecular:1,lightPosition:[1e3,1e3,1e3],eyePosition:[0,0,0],roughness:1,fresnel:1,opacity:1,vertexColor:0},I=w.slice(),O=[1,0,0,0,1,0,0,0,1];function z(t,e){t=t||{};var r=this.gl;r.disable(r.CULL_FACE),this._colorMap.bind(0);var n=P;n.model=t.model||w,n.view=t.view||w,n.projection=t.projection||w,n.lowerBound=[this.bounds[0][0],this.bounds[0][1],this.colorBounds[0]||this.bounds[0][2]],n.upperBound=[this.bounds[1][0],this.bounds[1][1],this.colorBounds[1]||this.bounds[1][2]],n.objectOffset=this.objectOffset,n.contourColor=this.contourColor[0],n.inverseModel=d(n.inverseModel,n.model);for(var i=0;i<2;++i)for(var a=n.clipBounds[i],o=0;o<3;++o)a[o]=Math.min(Math.max(this.clipBounds[i][o],-1e8),1e8);n.kambient=this.ambientLight,n.kdiffuse=this.diffuseLight,n.kspecular=this.specularLight,n.roughness=this.roughness,n.fresnel=this.fresnel,n.opacity=this.opacity,n.height=0,n.permutation=O,n.vertexColor=this.vertexColor;var s=I;for(p(s,n.view,n.model),p(s,n.projection,s),d(s,s),i=0;i<3;++i)n.eyePosition[i]=s[12+i]/s[15];var l=s[15];for(i=0;i<3;++i)l+=this.lightPosition[i]*s[4*i+3];for(i=0;i<3;++i){var c=s[12+i];for(o=0;o<3;++o)c+=s[4*o+i]*this.lightPosition[o];n.lightPosition[i]=c/l}var u=C(n,this);if(u.showSurface){for(this._shader.bind(),this._shader.uniforms=n,this._vao.bind(),this.showSurface&&this._vertexCount&&this._vao.draw(r.TRIANGLES,this._vertexCount),i=0;i<3;++i)this.surfaceProject[i]&&this.vertexCount&&(this._shader.uniforms.model=u.projections[i],this._shader.uniforms.clipBounds=u.clipBounds[i],this._vao.draw(r.TRIANGLES,this._vertexCount));this._vao.unbind()}if(u.showContour){var f=this._contourShader;n.kambient=1,n.kdiffuse=0,n.kspecular=0,n.opacity=1,f.bind(),f.uniforms=n;var h=this._contourVAO;for(h.bind(),i=0;i<3;++i)for(f.uniforms.permutation=k[i],r.lineWidth(this.contourWidth[i]*this.pixelRatio),o=0;o<this.contourLevels[i].length;++o)o===this.highlightLevel[i]?(f.uniforms.contourColor=this.highlightColor[i],f.uniforms.contourTint=this.highlightTint[i]):0!==o&&o-1!==this.highlightLevel[i]||(f.uniforms.contourColor=this.contourColor[i],f.uniforms.contourTint=this.contourTint[i]),this._contourCounts[i][o]&&(f.uniforms.height=this.contourLevels[i][o],h.draw(r.LINES,this._contourCounts[i][o],this._contourOffsets[i][o]));for(i=0;i<3;++i)for(f.uniforms.model=u.projections[i],f.uniforms.clipBounds=u.clipBounds[i],o=0;o<3;++o)if(this.contourProject[i][o]){f.uniforms.permutation=k[o],r.lineWidth(this.contourWidth[o]*this.pixelRatio);for(var g=0;g<this.contourLevels[o].length;++g)g===this.highlightLevel[o]?(f.uniforms.contourColor=this.highlightColor[o],f.uniforms.contourTint=this.highlightTint[o]):0!==g&&g-1!==this.highlightLevel[o]||(f.uniforms.contourColor=this.contourColor[o],f.uniforms.contourTint=this.contourTint[o]),this._contourCounts[o][g]&&(f.uniforms.height=this.contourLevels[o][g],h.draw(r.LINES,this._contourCounts[o][g],this._contourOffsets[o][g]))}for(h.unbind(),(h=this._dynamicVAO).bind(),i=0;i<3;++i)if(0!==this._dynamicCounts[i])for(f.uniforms.model=n.model,f.uniforms.clipBounds=n.clipBounds,f.uniforms.permutation=k[i],r.lineWidth(this.dynamicWidth[i]*this.pixelRatio),f.uniforms.contourColor=this.dynamicColor[i],f.uniforms.contourTint=this.dynamicTint[i],f.uniforms.height=this.dynamicLevel[i],h.draw(r.LINES,this._dynamicCounts[i],this._dynamicOffsets[i]),o=0;o<3;++o)this.contourProject[o][i]&&(f.uniforms.model=u.projections[o],f.uniforms.clipBounds=u.clipBounds[o],h.draw(r.LINES,this._dynamicCounts[i],this._dynamicOffsets[i]));h.unbind()}}S.draw=function(t){return z.call(this,t,!1)},S.drawTransparent=function(t){return z.call(this,t,!0)};var D={model:w,view:w,projection:w,inverseModel:w,clipBounds:[[0,0,0],[0,0,0]],height:0,shape:[0,0],pickId:0,lowerBound:[0,0,0],upperBound:[0,0,0],zOffset:0,objectOffset:[0,0,0],permutation:[1,0,0,0,1,0,0,0,1],lightPosition:[0,0,0],eyePosition:[0,0,0]};function R(t,e){return Array.isArray(t)?[e(t[0]),e(t[1]),e(t[2])]:[e(t),e(t),e(t)]}function F(t){return Array.isArray(t)?3===t.length?[t[0],t[1],t[2],1]:[t[0],t[1],t[2],t[3]]:[0,0,0,1]}function B(t){if(Array.isArray(t)){if(Array.isArray(t))return[F(t[0]),F(t[1]),F(t[2])];var e=F(t);return[e.slice(),e.slice(),e.slice()]}}S.drawPick=function(t){t=t||{};var e=this.gl;e.disable(e.CULL_FACE);var r=D;r.model=t.model||w,r.view=t.view||w,r.projection=t.projection||w,r.shape=this._field[2].shape,r.pickId=this.pickId/255,r.lowerBound=this.bounds[0],r.upperBound=this.bounds[1],r.objectOffset=this.objectOffset,r.permutation=O;for(var n=0;n<2;++n)for(var i=r.clipBounds[n],a=0;a<3;++a)i[a]=Math.min(Math.max(this.clipBounds[n][a],-1e8),1e8);var o=C(r,this);if(o.showSurface){for(this._pickShader.bind(),this._pickShader.uniforms=r,this._vao.bind(),this._vao.draw(e.TRIANGLES,this._vertexCount),n=0;n<3;++n)this.surfaceProject[n]&&(this._pickShader.uniforms.model=o.projections[n],this._pickShader.uniforms.clipBounds=o.clipBounds[n],this._vao.draw(e.TRIANGLES,this._vertexCount));this._vao.unbind()}if(o.showContour){var s=this._contourPickShader;s.bind(),s.uniforms=r;var l=this._contourVAO;for(l.bind(),a=0;a<3;++a)for(e.lineWidth(this.contourWidth[a]*this.pixelRatio),s.uniforms.permutation=k[a],n=0;n<this.contourLevels[a].length;++n)this._contourCounts[a][n]&&(s.uniforms.height=this.contourLevels[a][n],l.draw(e.LINES,this._contourCounts[a][n],this._contourOffsets[a][n]));for(n=0;n<3;++n)for(s.uniforms.model=o.projections[n],s.uniforms.clipBounds=o.clipBounds[n],a=0;a<3;++a)if(this.contourProject[n][a]){s.uniforms.permutation=k[a],e.lineWidth(this.contourWidth[a]*this.pixelRatio);for(var c=0;c<this.contourLevels[a].length;++c)this._contourCounts[a][c]&&(s.uniforms.height=this.contourLevels[a][c],l.draw(e.LINES,this._contourCounts[a][c],this._contourOffsets[a][c]))}l.unbind()}},S.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=this._field[2].shape,r=this._pickResult,n=e[0]*(t.value[0]+(t.value[2]>>4)/16)/255,i=Math.floor(n),a=n-i,o=e[1]*(t.value[1]+(15&t.value[2])/16)/255,s=Math.floor(o),l=o-s;i+=1,s+=1;var c=r.position;c[0]=c[1]=c[2]=0;for(var u=0;u<2;++u)for(var f=u?a:1-a,h=0;h<2;++h)for(var p=i+u,d=s+h,m=f*(h?l:1-l),v=0;v<3;++v)c[v]+=this._field[v].get(p,d)*m;for(var y=this._pickResult.level,x=0;x<3;++x)if(y[x]=g.le(this.contourLevels[x],c[x]),y[x]<0)this.contourLevels[x].length>0&&(y[x]=0);else if(y[x]<this.contourLevels[x].length-1){var b=this.contourLevels[x][y[x]],_=this.contourLevels[x][y[x]+1];Math.abs(b-c[x])>Math.abs(_-c[x])&&(y[x]+=1)}for(r.index[0]=a<.5?i:i+1,r.index[1]=l<.5?s:s+1,r.uv[0]=n/e[0],r.uv[1]=o/e[1],v=0;v<3;++v)r.dataCoordinate[v]=this._field[v].get(r.index[0],r.index[1]);return r},S.padField=function(t,e){var r=e.shape.slice(),n=t.shape.slice();c.assign(t.lo(1,1).hi(r[0],r[1]),e),c.assign(t.lo(1).hi(r[0],1),e.hi(r[0],1)),c.assign(t.lo(1,n[1]-1).hi(r[0],1),e.lo(0,r[1]-1).hi(r[0],1)),c.assign(t.lo(0,1).hi(1,r[1]),e.hi(1)),c.assign(t.lo(n[0]-1,1).hi(1,r[1]),e.lo(r[0]-1)),t.set(0,0,e.get(0,0)),t.set(0,n[1]-1,e.get(0,r[1]-1)),t.set(n[0]-1,0,e.get(r[0]-1,0)),t.set(n[0]-1,n[1]-1,e.get(r[0]-1,r[1]-1))},S.update=function(t){t=t||{},this.objectOffset=t.objectOffset||this.objectOffset,this.dirty=!0,\"contourWidth\"in t&&(this.contourWidth=R(t.contourWidth,Number)),\"showContour\"in t&&(this.showContour=R(t.showContour,Boolean)),\"showSurface\"in t&&(this.showSurface=!!t.showSurface),\"contourTint\"in t&&(this.contourTint=R(t.contourTint,Boolean)),\"contourColor\"in t&&(this.contourColor=B(t.contourColor)),\"contourProject\"in t&&(this.contourProject=R(t.contourProject,(function(t){return R(t,Boolean)}))),\"surfaceProject\"in t&&(this.surfaceProject=t.surfaceProject),\"dynamicColor\"in t&&(this.dynamicColor=B(t.dynamicColor)),\"dynamicTint\"in t&&(this.dynamicTint=R(t.dynamicTint,Number)),\"dynamicWidth\"in t&&(this.dynamicWidth=R(t.dynamicWidth,Number)),\"opacity\"in t&&(this.opacity=t.opacity),\"opacityscale\"in t&&(this.opacityscale=t.opacityscale),\"colorBounds\"in t&&(this.colorBounds=t.colorBounds),\"vertexColor\"in t&&(this.vertexColor=t.vertexColor?1:0),\"colormap\"in t&&this._colorMap.setPixels(this.genColormap(t.colormap,this.opacityscale));var e=t.field||t.coords&&t.coords[2]||null,r=!1;if(e||(e=this._field[2].shape[0]||this._field[2].shape[2]?this._field[2].lo(1,1).hi(this._field[2].shape[0]-2,this._field[2].shape[1]-2):this._field[2].hi(0,0)),\"field\"in t||\"coords\"in t){var i=(e.shape[0]+2)*(e.shape[1]+2);i>this._field[2].data.length&&(s.freeFloat(this._field[2].data),this._field[2].data=s.mallocFloat(n.nextPow2(i))),this._field[2]=f(this._field[2].data,[e.shape[0]+2,e.shape[1]+2]),this.padField(this._field[2],e),this.shape=e.shape.slice();for(var a=this.shape,o=0;o<2;++o)this._field[2].size>this._field[o].data.length&&(s.freeFloat(this._field[o].data),this._field[o].data=s.mallocFloat(this._field[2].size)),this._field[o]=f(this._field[o].data,[a[0]+2,a[1]+2]);if(t.coords){var l=t.coords;if(!Array.isArray(l)||3!==l.length)throw new Error(\"gl-surface: invalid coordinates for x/y\");for(o=0;o<2;++o){var c=l[o];for(v=0;v<2;++v)if(c.shape[v]!==a[v])throw new Error(\"gl-surface: coords have incorrect shape\");this.padField(this._field[o],c)}}else if(t.ticks){var u=t.ticks;if(!Array.isArray(u)||2!==u.length)throw new Error(\"gl-surface: invalid ticks\");for(o=0;o<2;++o){var p=u[o];if((Array.isArray(p)||p.length)&&(p=f(p)),p.shape[0]!==a[o])throw new Error(\"gl-surface: invalid tick length\");var d=f(p.data,a);d.stride[o]=p.stride[0],d.stride[1^o]=0,this.padField(this._field[o],d)}}else{for(o=0;o<2;++o){var g=[0,0];g[o]=1,this._field[o]=f(this._field[o].data,[a[0]+2,a[1]+2],g,0)}this._field[0].set(0,0,0);for(var v=0;v<a[0];++v)this._field[0].set(v+1,0,v);for(this._field[0].set(a[0]+1,0,a[0]-1),this._field[1].set(0,0,0),v=0;v<a[1];++v)this._field[1].set(0,v+1,v);this._field[1].set(0,a[1]+1,a[1]-1)}var y=this._field,x=f(s.mallocFloat(3*y[2].size*2),[3,a[0]+2,a[1]+2,2]);for(o=0;o<3;++o)m(x.pick(o),y[o],\"mirror\");var b=f(s.mallocFloat(3*y[2].size),[a[0]+2,a[1]+2,3]);for(o=0;o<a[0]+2;++o)for(v=0;v<a[1]+2;++v){var _=x.get(0,o,v,0),w=x.get(0,o,v,1),k=x.get(1,o,v,0),A=x.get(1,o,v,1),M=x.get(2,o,v,0),S=x.get(2,o,v,1),E=k*S-A*M,L=M*w-S*_,C=_*A-w*k,P=Math.sqrt(E*E+L*L+C*C);P<1e-8?(P=Math.max(Math.abs(E),Math.abs(L),Math.abs(C)))<1e-8?(C=1,L=E=0,P=1):P=1/P:P=1/Math.sqrt(P),b.set(o,v,0,E*P),b.set(o,v,1,L*P),b.set(o,v,2,C*P)}s.free(x.data);var I=[1/0,1/0,1/0],O=[-1/0,-1/0,-1/0],z=1/0,D=-1/0,F=(a[0]-1)*(a[1]-1)*6,N=s.mallocFloat(n.nextPow2(10*F)),j=0,U=0;for(o=0;o<a[0]-1;++o)t:for(v=0;v<a[1]-1;++v){for(var V=0;V<2;++V)for(var H=0;H<2;++H)for(var q=0;q<3;++q){var G=this._field[q].get(1+o+V,1+v+H);if(isNaN(G)||!isFinite(G))continue t}for(q=0;q<6;++q){var Y=o+T[q][0],W=v+T[q][1],X=this._field[0].get(Y+1,W+1),Z=this._field[1].get(Y+1,W+1);G=this._field[2].get(Y+1,W+1),E=b.get(Y+1,W+1,0),L=b.get(Y+1,W+1,1),C=b.get(Y+1,W+1,2),t.intensity&&(J=t.intensity.get(Y,W));var J=t.intensity?t.intensity.get(Y,W):G+this.objectOffset[2];N[j++]=Y,N[j++]=W,N[j++]=X,N[j++]=Z,N[j++]=G,N[j++]=0,N[j++]=J,N[j++]=E,N[j++]=L,N[j++]=C,I[0]=Math.min(I[0],X+this.objectOffset[0]),I[1]=Math.min(I[1],Z+this.objectOffset[1]),I[2]=Math.min(I[2],G+this.objectOffset[2]),z=Math.min(z,J),O[0]=Math.max(O[0],X+this.objectOffset[0]),O[1]=Math.max(O[1],Z+this.objectOffset[1]),O[2]=Math.max(O[2],G+this.objectOffset[2]),D=Math.max(D,J),U+=1}}for(t.intensityBounds&&(z=+t.intensityBounds[0],D=+t.intensityBounds[1]),o=6;o<j;o+=10)N[o]=(N[o]-z)/(D-z);this._vertexCount=U,this._coordinateBuffer.update(N.subarray(0,j)),s.freeFloat(N),s.free(b.data),this.bounds=[I,O],this.intensity=t.intensity||this._field[2],this.intensityBounds[0]===z&&this.intensityBounds[1]===D||(r=!0),this.intensityBounds=[z,D]}if(\"levels\"in t){var K=t.levels;for(K=Array.isArray(K[0])?K.slice():[[],[],K],o=0;o<3;++o)K[o]=K[o].slice(),K[o].sort((function(t,e){return t-e}));for(o=0;o<3;++o)for(v=0;v<K[o].length;++v)K[o][v]-=this.objectOffset[o];t:for(o=0;o<3;++o){if(K[o].length!==this.contourLevels[o].length){r=!0;break}for(v=0;v<K[o].length;++v)if(K[o][v]!==this.contourLevels[o][v]){r=!0;break t}}this.contourLevels=K}if(r){y=this._field,a=this.shape;for(var Q=[],$=0;$<3;++$){var tt=this.contourLevels[$],et=[],rt=[],nt=[0,0,0];for(o=0;o<tt.length;++o){var it=h(this._field[$],tt[o]);et.push(Q.length/5|0),U=0;t:for(v=0;v<it.cells.length;++v){var at=it.cells[v];for(q=0;q<2;++q){var ot=it.positions[at[q]],st=ot[0],lt=0|Math.floor(st),ct=st-lt,ut=ot[1],ft=0|Math.floor(ut),ht=ut-ft,pt=!1;e:for(var dt=0;dt<3;++dt){nt[dt]=0;var gt=($+dt+1)%3;for(V=0;V<2;++V){var mt=V?ct:1-ct;for(Y=0|Math.min(Math.max(lt+V,0),a[0]),H=0;H<2;++H){var vt=H?ht:1-ht;if(W=0|Math.min(Math.max(ft+H,0),a[1]),G=dt<2?this._field[gt].get(Y,W):(this.intensity.get(Y,W)-this.intensityBounds[0])/(this.intensityBounds[1]-this.intensityBounds[0]),!isFinite(G)||isNaN(G)){pt=!0;break e}var yt=mt*vt;nt[dt]+=yt*G}}}if(pt){if(q>0){for(var xt=0;xt<5;++xt)Q.pop();U-=1}continue t}Q.push(nt[0],nt[1],ot[0],ot[1],nt[2]),U+=1}}rt.push(U)}this._contourOffsets[$]=et,this._contourCounts[$]=rt}var bt=s.mallocFloat(Q.length);for(o=0;o<Q.length;++o)bt[o]=Q[o];this._contourBuffer.update(bt),s.freeFloat(bt)}},S.dispose=function(){this._shader.dispose(),this._vao.dispose(),this._coordinateBuffer.dispose(),this._colorMap.dispose(),this._contourBuffer.dispose(),this._contourVAO.dispose(),this._contourShader.dispose(),this._contourPickShader.dispose(),this._dynamicBuffer.dispose(),this._dynamicVAO.dispose();for(var t=0;t<3;++t)s.freeFloat(this._field[t].data)},S.highlight=function(t){var e,r;if(!t)return this._dynamicCounts=[0,0,0],this.dyanamicLevel=[NaN,NaN,NaN],void(this.highlightLevel=[-1,-1,-1]);for(e=0;e<3;++e)this.enableHighlight[e]?this.highlightLevel[e]=t.level[e]:this.highlightLevel[e]=-1;for(r=this.snapToData?t.dataCoordinate:t.position,e=0;e<3;++e)r[e]-=this.objectOffset[e];if(this.enableDynamic[0]&&r[0]!==this.dynamicLevel[0]||this.enableDynamic[1]&&r[1]!==this.dynamicLevel[1]||this.enableDynamic[2]&&r[2]!==this.dynamicLevel[2]){for(var n=0,i=this.shape,a=s.mallocFloat(12*i[0]*i[1]),o=0;o<3;++o)if(this.enableDynamic[o]){this.dynamicLevel[o]=r[o];var l=(o+1)%3,c=(o+2)%3,u=this._field[o],f=this._field[l],p=this._field[c],d=h(u,r[o]),g=d.cells,m=d.positions;for(this._dynamicOffsets[o]=n,e=0;e<g.length;++e)for(var v=g[e],y=0;y<2;++y){var x=m[v[y]],b=+x[0],_=0|b,w=0|Math.min(_+1,i[0]),T=b-_,k=1-T,A=+x[1],M=0|A,S=0|Math.min(M+1,i[1]),E=A-M,L=1-E,C=k*L,P=k*E,I=T*L,O=T*E,z=C*f.get(_,M)+P*f.get(_,S)+I*f.get(w,M)+O*f.get(w,S),D=C*p.get(_,M)+P*p.get(_,S)+I*p.get(w,M)+O*p.get(w,S);if(isNaN(z)||isNaN(D)){y&&(n-=1);break}a[2*n+0]=z,a[2*n+1]=D,n+=1}this._dynamicCounts[o]=n-this._dynamicOffsets[o]}else this.dynamicLevel[o]=NaN,this._dynamicCounts[o]=0;this._dynamicBuffer.update(a.subarray(0,2*n)),s.freeFloat(a)}}},{\"./lib/shaders\":144,\"binary-search-bounds\":31,\"bit-twiddle\":32,colormap:53,\"gl-buffer\":78,\"gl-mat4/invert\":98,\"gl-mat4/multiply\":100,\"gl-texture2d\":146,\"gl-vao\":150,ndarray:259,\"ndarray-gradient\":252,\"ndarray-ops\":254,\"ndarray-pack\":255,\"surface-nets\":302,\"typedarray-pool\":308}],146:[function(t,e,r){\"use strict\";var n=t(\"ndarray\"),i=t(\"ndarray-ops\"),a=t(\"typedarray-pool\");e.exports=function(t){if(arguments.length<=1)throw new Error(\"gl-texture2d: Missing arguments for texture2d constructor\");o||c(t);if(\"number\"==typeof arguments[1])return v(t,arguments[1],arguments[2],arguments[3]||t.RGBA,arguments[4]||t.UNSIGNED_BYTE);if(Array.isArray(arguments[1]))return v(t,0|arguments[1][0],0|arguments[1][1],arguments[2]||t.RGBA,arguments[3]||t.UNSIGNED_BYTE);if(\"object\"==typeof arguments[1]){var e=arguments[1],r=u(e)?e:e.raw;if(r)return y(t,r,0|e.width,0|e.height,arguments[2]||t.RGBA,arguments[3]||t.UNSIGNED_BYTE);if(e.shape&&e.data&&e.stride)return x(t,e)}throw new Error(\"gl-texture2d: Invalid arguments for texture2d constructor\")};var o=null,s=null,l=null;function c(t){o=[t.LINEAR,t.NEAREST_MIPMAP_LINEAR,t.LINEAR_MIPMAP_NEAREST,t.LINEAR_MIPMAP_NEAREST],s=[t.NEAREST,t.LINEAR,t.NEAREST_MIPMAP_NEAREST,t.NEAREST_MIPMAP_LINEAR,t.LINEAR_MIPMAP_NEAREST,t.LINEAR_MIPMAP_LINEAR],l=[t.REPEAT,t.CLAMP_TO_EDGE,t.MIRRORED_REPEAT]}function u(t){return\"undefined\"!=typeof HTMLCanvasElement&&t instanceof HTMLCanvasElement||\"undefined\"!=typeof HTMLImageElement&&t instanceof HTMLImageElement||\"undefined\"!=typeof HTMLVideoElement&&t instanceof HTMLVideoElement||\"undefined\"!=typeof ImageData&&t instanceof ImageData}var f=function(t,e){i.muls(t,e,255)};function h(t,e,r){var n=t.gl,i=n.getParameter(n.MAX_TEXTURE_SIZE);if(e<0||e>i||r<0||r>i)throw new Error(\"gl-texture2d: Invalid texture size\");return t._shape=[e,r],t.bind(),n.texImage2D(n.TEXTURE_2D,0,t.format,e,r,0,t.format,t.type,null),t._mipLevels=[0],t}function p(t,e,r,n,i,a){this.gl=t,this.handle=e,this.format=i,this.type=a,this._shape=[r,n],this._mipLevels=[0],this._magFilter=t.NEAREST,this._minFilter=t.NEAREST,this._wrapS=t.CLAMP_TO_EDGE,this._wrapT=t.CLAMP_TO_EDGE,this._anisoSamples=1;var o=this,s=[this._wrapS,this._wrapT];Object.defineProperties(s,[{get:function(){return o._wrapS},set:function(t){return o.wrapS=t}},{get:function(){return o._wrapT},set:function(t){return o.wrapT=t}}]),this._wrapVector=s;var l=[this._shape[0],this._shape[1]];Object.defineProperties(l,[{get:function(){return o._shape[0]},set:function(t){return o.width=t}},{get:function(){return o._shape[1]},set:function(t){return o.height=t}}]),this._shapeVector=l}var d=p.prototype;function g(t,e){return 3===t.length?1===e[2]&&e[1]===t[0]*t[2]&&e[0]===t[2]:1===e[0]&&e[1]===t[0]}function m(t){var e=t.createTexture();return t.bindTexture(t.TEXTURE_2D,e),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_MIN_FILTER,t.NEAREST),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_MAG_FILTER,t.NEAREST),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_WRAP_S,t.CLAMP_TO_EDGE),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_WRAP_T,t.CLAMP_TO_EDGE),e}function v(t,e,r,n,i){var a=t.getParameter(t.MAX_TEXTURE_SIZE);if(e<0||e>a||r<0||r>a)throw new Error(\"gl-texture2d: Invalid texture shape\");if(i===t.FLOAT&&!t.getExtension(\"OES_texture_float\"))throw new Error(\"gl-texture2d: Floating point textures not supported on this platform\");var o=m(t);return t.texImage2D(t.TEXTURE_2D,0,n,e,r,0,n,i,null),new p(t,o,e,r,n,i)}function y(t,e,r,n,i,a){var o=m(t);return t.texImage2D(t.TEXTURE_2D,0,i,i,a,e),new p(t,o,r,n,i,a)}function x(t,e){var r=e.dtype,o=e.shape.slice(),s=t.getParameter(t.MAX_TEXTURE_SIZE);if(o[0]<0||o[0]>s||o[1]<0||o[1]>s)throw new Error(\"gl-texture2d: Invalid texture size\");var l=g(o,e.stride.slice()),c=0;\"float32\"===r?c=t.FLOAT:\"float64\"===r?(c=t.FLOAT,l=!1,r=\"float32\"):\"uint8\"===r?c=t.UNSIGNED_BYTE:(c=t.UNSIGNED_BYTE,l=!1,r=\"uint8\");var u,h,d=0;if(2===o.length)d=t.LUMINANCE,o=[o[0],o[1],1],e=n(e.data,o,[e.stride[0],e.stride[1],1],e.offset);else{if(3!==o.length)throw new Error(\"gl-texture2d: Invalid shape for texture\");if(1===o[2])d=t.ALPHA;else if(2===o[2])d=t.LUMINANCE_ALPHA;else if(3===o[2])d=t.RGB;else{if(4!==o[2])throw new Error(\"gl-texture2d: Invalid shape for pixel coords\");d=t.RGBA}}c!==t.FLOAT||t.getExtension(\"OES_texture_float\")||(c=t.UNSIGNED_BYTE,l=!1);var v=e.size;if(l)u=0===e.offset&&e.data.length===v?e.data:e.data.subarray(e.offset,e.offset+v);else{var y=[o[2],o[2]*o[0],1];h=a.malloc(v,r);var x=n(h,o,y,0);\"float32\"!==r&&\"float64\"!==r||c!==t.UNSIGNED_BYTE?i.assign(x,e):f(x,e),u=h.subarray(0,v)}var b=m(t);return t.texImage2D(t.TEXTURE_2D,0,d,o[0],o[1],0,d,c,u),l||a.free(h),new p(t,b,o[0],o[1],d,c)}Object.defineProperties(d,{minFilter:{get:function(){return this._minFilter},set:function(t){this.bind();var e=this.gl;if(this.type===e.FLOAT&&o.indexOf(t)>=0&&(e.getExtension(\"OES_texture_float_linear\")||(t=e.NEAREST)),s.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown filter mode \"+t);return e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MIN_FILTER,t),this._minFilter=t}},magFilter:{get:function(){return this._magFilter},set:function(t){this.bind();var e=this.gl;if(this.type===e.FLOAT&&o.indexOf(t)>=0&&(e.getExtension(\"OES_texture_float_linear\")||(t=e.NEAREST)),s.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown filter mode \"+t);return e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MAG_FILTER,t),this._magFilter=t}},mipSamples:{get:function(){return this._anisoSamples},set:function(t){var e=this._anisoSamples;if(this._anisoSamples=0|Math.max(t,1),e!==this._anisoSamples){var r=this.gl.getExtension(\"EXT_texture_filter_anisotropic\");r&&this.gl.texParameterf(this.gl.TEXTURE_2D,r.TEXTURE_MAX_ANISOTROPY_EXT,this._anisoSamples)}return this._anisoSamples}},wrapS:{get:function(){return this._wrapS},set:function(t){if(this.bind(),l.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown wrap mode \"+t);return this.gl.texParameteri(this.gl.TEXTURE_2D,this.gl.TEXTURE_WRAP_S,t),this._wrapS=t}},wrapT:{get:function(){return this._wrapT},set:function(t){if(this.bind(),l.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown wrap mode \"+t);return this.gl.texParameteri(this.gl.TEXTURE_2D,this.gl.TEXTURE_WRAP_T,t),this._wrapT=t}},wrap:{get:function(){return this._wrapVector},set:function(t){if(Array.isArray(t)||(t=[t,t]),2!==t.length)throw new Error(\"gl-texture2d: Must specify wrap mode for rows and columns\");for(var 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       "/*!\n",
       " * Determine if an object is a Buffer\n",
       " *\n",
       " * @author   Feross Aboukhadijeh <https://feross.org>\n",
       " * @license  MIT\n",
       " */\n",
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e=t.ua;if(e||\"undefined\"==typeof navigator||(e=navigator.userAgent),e&&e.headers&&\"string\"==typeof e.headers[\"user-agent\"]&&(e=e.headers[\"user-agent\"]),\"string\"!=typeof e)return!1;var r=t.tablet?i.test(e):n.test(e);return!r&&t.tablet&&t.featureDetect&&navigator&&navigator.maxTouchPoints>1&&-1!==e.indexOf(\"Macintosh\")&&-1!==e.indexOf(\"Safari\")&&(r=!0),r}},{}],239:[function(t,e,r){\"use strict\";e.exports=function(t){for(var e,r=t.length,n=0;n<r;n++)if(((e=t.charCodeAt(n))<9||e>13)&&32!==e&&133!==e&&160!==e&&5760!==e&&6158!==e&&(e<8192||e>8205)&&8232!==e&&8233!==e&&8239!==e&&8287!==e&&8288!==e&&12288!==e&&65279!==e)return!1;return!0}},{}],240:[function(t,e,r){e.exports=function(t,e,r){return t*(1-r)+e*r}},{}],241:[function(t,e,r){var 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i=this.computedMatrix,a=i[0],o=i[4],s=i[8],u=i[1],f=i[5],h=i[9],p=i[2],d=i[6],g=i[10],m=e*a+r*u,v=e*o+r*f,y=e*s+r*h,x=-(d*y-g*v),b=-(g*m-p*y),_=-(p*v-d*m),w=Math.sqrt(Math.max(0,1-Math.pow(x,2)-Math.pow(b,2)-Math.pow(_,2))),T=c(x,b,_,w);T>1e-6?(x/=T,b/=T,_/=T,w/=T):(x=b=_=0,w=1);var k=this.computedRotation,A=k[0],M=k[1],S=k[2],E=k[3],L=A*w+E*x+M*_-S*b,C=M*w+E*b+S*x-A*_,P=S*w+E*_+A*b-M*x,I=E*w-A*x-M*b-S*_;if(n){x=p,b=d,_=g;var O=Math.sin(n)/l(x,b,_);x*=O,b*=O,_*=O,I=I*(w=Math.cos(e))-(L=L*w+I*x+C*_-P*b)*x-(C=C*w+I*b+P*x-L*_)*b-(P=P*w+I*_+L*b-C*x)*_}var z=c(L,C,P,I);z>1e-6?(L/=z,C/=z,P/=z,I/=z):(L=C=P=0,I=1),this.rotation.set(t,L,C,P,I)},h.lookAt=function(t,e,r,n){this.recalcMatrix(t),r=r||this.computedCenter,e=e||this.computedEye,n=n||this.computedUp;var a=this.computedMatrix;i(a,e,r,n);var o=this.computedRotation;s(o,a[0],a[1],a[2],a[4],a[5],a[6],a[8],a[9],a[10]),u(o,o),this.rotation.set(t,o[0],o[1],o[2],o[3]);for(var l=0,c=0;c<3;++c)l+=Math.pow(r[c]-e[c],2);this.radius.set(t,.5*Math.log(Math.max(l,1e-6))),this.center.set(t,r[0],r[1],r[2])},h.translate=function(t,e,r,n){this.center.move(t,e||0,r||0,n||0)},h.setMatrix=function(t,e){var r=this.computedRotation;s(r,e[0],e[1],e[2],e[4],e[5],e[6],e[8],e[9],e[10]),u(r,r),this.rotation.set(t,r[0],r[1],r[2],r[3]);var n=this.computedMatrix;o(n,e);var i=n[15];if(Math.abs(i)>1e-6){var a=n[12]/i,l=n[13]/i,c=n[14]/i;this.recalcMatrix(t);var f=Math.exp(this.computedRadius[0]);this.center.set(t,a-n[2]*f,l-n[6]*f,c-n[10]*f),this.radius.idle(t)}else this.center.idle(t),this.radius.idle(t)},h.setDistance=function(t,e){e>0&&this.radius.set(t,Math.log(e))},h.setDistanceLimits=function(t,e){t=t>0?Math.log(t):-1/0,e=e>0?Math.log(e):1/0,e=Math.max(e,t),this.radius.bounds[0][0]=t,this.radius.bounds[1][0]=e},h.getDistanceLimits=function(t){var e=this.radius.bounds;return t?(t[0]=Math.exp(e[0][0]),t[1]=Math.exp(e[1][0]),t):[Math.exp(e[0][0]),Math.exp(e[1][0])]},h.toJSON=function(){return this.recalcMatrix(this.lastT()),{center:this.computedCenter.slice(),rotation:this.computedRotation.slice(),distance:Math.log(this.computedRadius[0]),zoomMin:this.radius.bounds[0][0],zoomMax:this.radius.bounds[1][0]}},h.fromJSON=function(t){var e=this.lastT(),r=t.center;r&&this.center.set(e,r[0],r[1],r[2]);var n=t.rotation;n&&this.rotation.set(e,n[0],n[1],n[2],n[3]);var i=t.distance;i&&i>0&&this.radius.set(e,Math.log(i)),this.setDistanceLimits(t.zoomMin,t.zoomMax)}},{\"./lib/quatFromFrame\":262,\"filtered-vector\":68,\"gl-mat4/fromQuat\":95,\"gl-mat4/invert\":98,\"gl-mat4/lookAt\":99}],264:[function(t,e,r){\n",
       "/*!\n",
       " * pad-left <https://github.com/jonschlinkert/pad-left>\n",
       " *\n",
       " * Copyright (c) 2014-2015, Jon Schlinkert.\n",
       " * Licensed under the MIT license.\n",
       " */\n",
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o=(a+2)%3;e||(this.recalcMatrix(t),e=this.computedMatrix);var s=e[a],l=e[a+4],f=e[a+8];if(n){var h=Math.abs(s),p=Math.abs(l),d=Math.abs(f),g=Math.max(h,p,d);h===g?(s=s<0?-1:1,l=f=0):d===g?(f=f<0?-1:1,s=l=0):(l=l<0?-1:1,s=f=0)}else{var m=c(s,l,f);s/=m,l/=m,f/=m}var v,y,x=e[o],b=e[o+4],_=e[o+8],w=x*s+b*l+_*f,T=c(x-=s*w,b-=l*w,_-=f*w),k=l*(_/=T)-f*(b/=T),A=f*(x/=T)-s*_,M=s*b-l*x,S=c(k,A,M);if(k/=S,A/=S,M/=S,this.center.jump(t,q,G,Y),this.radius.idle(t),this.up.jump(t,s,l,f),this.right.jump(t,x,b,_),2===a){var E=e[1],L=e[5],C=e[9],P=E*x+L*b+C*_,I=E*k+L*A+C*M;v=R<0?-Math.PI/2:Math.PI/2,y=Math.atan2(I,P)}else{var O=e[2],z=e[6],D=e[10],R=O*s+z*l+D*f,F=O*x+z*b+D*_,B=O*k+z*A+D*M;v=Math.asin(u(R)),y=Math.atan2(B,F)}this.angle.jump(t,y,v),this.recalcMatrix(t);var N=e[2],j=e[6],U=e[10],V=this.computedMatrix;i(V,e);var H=V[15],q=V[12]/H,G=V[13]/H,Y=V[14]/H,W=Math.exp(this.computedRadius[0]);this.center.jump(t,q-N*W,G-j*W,Y-U*W)},p.lastT=function(){return Math.max(this.center.lastT(),this.up.lastT(),this.right.lastT(),this.radius.lastT(),this.angle.lastT())},p.idle=function(t){this.center.idle(t),this.up.idle(t),this.right.idle(t),this.radius.idle(t),this.angle.idle(t)},p.flush=function(t){this.center.flush(t),this.up.flush(t),this.right.flush(t),this.radius.flush(t),this.angle.flush(t)},p.setDistance=function(t,e){e>0&&this.radius.set(t,Math.log(e))},p.lookAt=function(t,e,r,n){this.recalcMatrix(t),e=e||this.computedEye,r=r||this.computedCenter;var i=(n=n||this.computedUp)[0],a=n[1],o=n[2],s=c(i,a,o);if(!(s<1e-6)){i/=s,a/=s,o/=s;var l=e[0]-r[0],f=e[1]-r[1],h=e[2]-r[2],p=c(l,f,h);if(!(p<1e-6)){l/=p,f/=p,h/=p;var d=this.computedRight,g=d[0],m=d[1],v=d[2],y=i*g+a*m+o*v,x=c(g-=y*i,m-=y*a,v-=y*o);if(!(x<.01&&(x=c(g=a*h-o*f,m=o*l-i*h,v=i*f-a*l))<1e-6)){g/=x,m/=x,v/=x,this.up.set(t,i,a,o),this.right.set(t,g,m,v),this.center.set(t,r[0],r[1],r[2]),this.radius.set(t,Math.log(p));var b=a*v-o*m,_=o*g-i*v,w=i*m-a*g,T=c(b,_,w),k=i*l+a*f+o*h,A=g*l+m*f+v*h,M=(b/=T)*l+(_/=T)*f+(w/=T)*h,S=Math.asin(u(k)),E=Math.atan2(M,A),L=this.angle._state,C=L[L.length-1],P=L[L.length-2];C%=2*Math.PI;var I=Math.abs(C+2*Math.PI-E),O=Math.abs(C-E),z=Math.abs(C-2*Math.PI-E);I<O&&(C+=2*Math.PI),z<O&&(C-=2*Math.PI),this.angle.jump(this.angle.lastT(),C,P),this.angle.set(t,E,S)}}}}},{\"filtered-vector\":68,\"gl-mat4/invert\":98,\"gl-mat4/rotate\":103,\"gl-vec3/cross\":157,\"gl-vec3/dot\":162,\"gl-vec3/normalize\":179}],306:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){var i=t*e,a=n*t,o=a-(a-t),s=t-o,l=n*e,c=l-(l-e),u=e-c,f=s*u-(i-o*c-s*c-o*u);if(r)return r[0]=f,r[1]=i,r;return[f,i]};var n=+(Math.pow(2,27)+1)},{}],307:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){var n=t+e,i=n-t,a=e-i,o=t-(n-i);if(r)return r[0]=o+a,r[1]=n,r;return[o+a,n]}},{}],308:[function(t,e,r){(function(e){(function(){\"use strict\";var 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null},r.mallocArrayBuffer=p,r.mallocUint8=d,r.mallocUint16=g,r.mallocUint32=m,r.mallocInt8=v,r.mallocInt16=y,r.mallocInt32=x,r.mallocFloat32=r.mallocFloat=b,r.mallocFloat64=r.mallocDouble=_,r.mallocUint8Clamped=w,r.mallocBigUint64=T,r.mallocBigInt64=k,r.mallocDataView=A,r.mallocBuffer=M,r.clearCache=function(){for(var t=0;t<32;++t)c.UINT8[t].length=0,c.UINT16[t].length=0,c.UINT32[t].length=0,c.INT8[t].length=0,c.INT16[t].length=0,c.INT32[t].length=0,c.FLOAT[t].length=0,c.DOUBLE[t].length=0,c.BIGUINT64[t].length=0,c.BIGINT64[t].length=0,c.UINT8C[t].length=0,u[t].length=0,f[t].length=0}}).call(this)}).call(this,void 0!==n?n:\"undefined\"!=typeof self?self:\"undefined\"!=typeof window?window:{})},{\"bit-twiddle\":32,buffer:3,dup:65}],309:[function(t,e,r){\"use strict\";function n(t){this.roots=new Array(t),this.ranks=new Array(t);for(var e=0;e<t;++e)this.roots[e]=e,this.ranks[e]=0}e.exports=n;var i=n.prototype;Object.defineProperty(i,\"length\",{get:function(){return this.roots.length}}),i.makeSet=function(){var t=this.roots.length;return this.roots.push(t),this.ranks.push(0),t},i.find=function(t){for(var e=t,r=this.roots;r[t]!==t;)t=r[t];for(;r[e]!==t;){var n=r[e];r[e]=t,e=n}return t},i.link=function(t,e){var r=this.find(t),n=this.find(e);if(r!==n){var i=this.ranks,a=this.roots,o=i[r],s=i[n];o<s?a[r]=n:s<o?a[n]=r:(a[n]=r,++i[r])}}},{}],310:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){return 0===t.length?t:e?(r||t.sort(e),function(t,e){for(var r=1,n=t.length,i=t[0],a=t[0],o=1;o<n;++o)if(a=i,e(i=t[o],a)){if(o===r){r++;continue}t[r++]=i}return t.length=r,t}(t,e)):(r||t.sort(),function(t){for(var e=1,r=t.length,n=t[0],i=t[0],a=1;a<r;++a,i=n)if(i=n,(n=t[a])!==i){if(a===e){e++;continue}t[e++]=n}return t.length=e,t}(t))}},{}],311:[function(t,e,r){\"use strict\";e.exports=function(t,e){\"object\"==typeof e&&null!==e||(e={});return n(t,e.canvas||i,e.context||a,e)};var n=t(\"./lib/vtext\"),i=null,a=null;\"undefined\"!=typeof 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n=t(\"surface-nets\"),i=t(\"ndarray\"),a=t(\"simplify-planar-graph\"),o=t(\"clean-pslg\"),s=t(\"cdt2d\"),l=t(\"planar-graph-to-polyline\");function c(t,e,r,n){for(var i=\"<\"+t+\">\",a=\"</\"+t+\">\",o=i.length,s=a.length,l=\"+\"===e[0]||\"-\"===e[0],c=0,u=-s;c>-1&&-1!==(c=r.indexOf(i,c))&&-1!==(u=r.indexOf(a,c+o))&&!(u<=c);){for(var f=c;f<u+s;++f)if(f<c+o||f>=u)n[f]=null,r=r.substr(0,f)+\" \"+r.substr(f+1);else if(null!==n[f]){var h=n[f].indexOf(e[0]);-1===h?n[f]+=e:l&&(n[f]=n[f].substr(0,h+1)+(1+parseInt(n[f][h+1]))+n[f].substr(h+2))}var p=c+o,d=r.substr(p,u-p).indexOf(i);c=-1!==d?d:u+s}return n}function u(t,e){var r=n(t,128);return e?a(r.cells,r.positions,.25):{edges:r.cells,positions:r.positions}}function f(t,e,r,n){var i=u(t,n),a=function(t,e,r){for(var n=e.textAlign||\"start\",i=e.textBaseline||\"alphabetic\",a=[1<<30,1<<30],o=[0,0],s=t.length,l=0;l<s;++l)for(var c=t[l],u=0;u<2;++u)a[u]=0|Math.min(a[u],c[u]),o[u]=0|Math.max(o[u],c[u]);var 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    "fig = make_subplots(rows=2, cols=2,\n",
    "                    subplot_titles=['Gender Distribution', 'Senior Citizen Distribution', 'Partner Stauts', 'Dependents Status'])\n",
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    "fig.add_trace(go.Bar(x=cat_cols['gender'].value_counts().index, y=cat_cols['gender'].value_counts(), text=(cat_cols['gender'].value_counts()*100/cat_cols['gender'].shape[0]).round(2), width=[0.5, 0.5], marker={'color':colors[0]}), row=1, col=1)\n",
    "fig.add_trace(go.Bar(x=num_cols['SeniorCitizen'].value_counts().index, y=num_cols['SeniorCitizen'].value_counts(), text=(num_cols['SeniorCitizen'].value_counts()*100/num_cols['SeniorCitizen'].shape[0]).round(2), width=[0.5, 0.5], marker={'color':colors[1]}), row=1, col=2)\n",
    "fig.add_trace(go.Bar(x=cat_cols['Partner'].value_counts().index, y=cat_cols['Partner'].value_counts(), text=(cat_cols['Partner'].value_counts()*100/cat_cols['Partner'].shape[0]).round(2), width=[0.5, 0.5], marker={'color':colors[2]}), row=2, col=1)\n",
    "fig.add_trace(go.Bar(x=cat_cols['Dependents'].value_counts().index, y=cat_cols['Dependents'].value_counts(), text=(cat_cols['Dependents'].value_counts()*100/cat_cols['Dependents'].shape[0]).round(2), width=[0.5, 0.5], marker={'color':colors[3]}), row=2, col=2)\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents_No</th>\n",
       "      <th>Dependents_Yes</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>1655.0</td>\n",
       "      <td>145.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>Female</td>\n",
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       "      <td>805.0</td>\n",
       "      <td>883.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>1625.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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      "text/plain": [
       "   gender Partner  Dependents_No  Dependents_Yes\n",
       "0  Female      No         1655.0           145.0\n",
       "1  Female     Yes          805.0           883.0\n",
       "2    Male      No         1625.0           216.0\n",
       "3    Male     Yes          848.0           866.0"
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     },
     "execution_count": 81,
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    "c = pd.get_dummies(data = cat_cols[['gender', 'Partner', 'Dependents']], columns=['Dependents']).groupby(['gender', 'Partner']).sum().reset_index()\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "fig.add_trace(go.Bar(\n",
    "    x=c['gender'],\n",
    "    y=c['Dependents_No'],\n",
    "    name='No Dependents',\n",
    "    hovertext=[\"Partner: No\", \"Partner: Yes\", \"Partner: No\", \"Partner: Yes\"],\n",
    "    marker_color=colors[0]\n",
    "))\n",
    "fig.add_trace(go.Bar(\n",
    "    x=c['gender'],\n",
    "    y=c['Dependents_Yes'],\n",
    "    name='Dependents',\n",
    "    hovertext=[\"Partner: No\", \"Partner: Yes\", \"Partner: No\", \"Partner: Yes\"],\n",
    "    marker_color=colors[2]\n",
    "))"
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  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e34e52bb-ffa7-45a1-846a-144e49e67e27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService',\n",
       "       'MultipleLines', 'InternetService', 'OnlineSecurity'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_cols.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "b3f26088-b2f4-484a-8b05-aaa4d049751e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>tenure</th>\n",
       "      <th>gender_Female</th>\n",
       "      <th>gender_Male</th>\n",
       "      <th>Partner_No</th>\n",
       "      <th>Partner_Yes</th>\n",
       "      <th>Dependents_No</th>\n",
       "      <th>Dependents_Yes</th>\n",
       "      <th>PhoneService_No</th>\n",
       "      <th>PhoneService_Yes</th>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
       "      <th>OnlineSecurity_0</th>\n",
       "      <th>OnlineSecurity_1</th>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>6840-RESVB</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>2234-XADUH</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>4801-JZAZL</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>8361-LTMKD</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>3186-AJIEK</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customerID  SeniorCitizen  tenure  gender_Female  gender_Male  \\\n",
       "0     7590-VHVEG              0       1              1            0   \n",
       "1     5575-GNVDE              0      34              0            1   \n",
       "2     3668-QPYBK              0       2              0            1   \n",
       "3     7795-CFOCW              0      45              0            1   \n",
       "4     9237-HQITU              0       2              1            0   \n",
       "...          ...            ...     ...            ...          ...   \n",
       "7038  6840-RESVB              0      24              0            1   \n",
       "7039  2234-XADUH              0      72              1            0   \n",
       "7040  4801-JZAZL              0      11              1            0   \n",
       "7041  8361-LTMKD              1       4              0            1   \n",
       "7042  3186-AJIEK              0      66              0            1   \n",
       "\n",
       "      Partner_No  Partner_Yes  Dependents_No  Dependents_Yes  PhoneService_No  \\\n",
       "0              0            1              1               0                1   \n",
       "1              1            0              1               0                0   \n",
       "2              1            0              1               0                0   \n",
       "3              1            0              1               0                1   \n",
       "4              1            0              1               0                0   \n",
       "...          ...          ...            ...             ...              ...   \n",
       "7038           0            1              0               1                0   \n",
       "7039           0            1              0               1                0   \n",
       "7040           0            1              0               1                1   \n",
       "7041           0            1              1               0                0   \n",
       "7042           1            0              1               0                0   \n",
       "\n",
       "      PhoneService_Yes  MultipleLines_No  MultipleLines_No phone service  \\\n",
       "0                    0                 0                               1   \n",
       "1                    1                 1                               0   \n",
       "2                    1                 1                               0   \n",
       "3                    0                 0                               1   \n",
       "4                    1                 1                               0   \n",
       "...                ...               ...                             ...   \n",
       "7038                 1                 0                               0   \n",
       "7039                 1                 0                               0   \n",
       "7040                 0                 0                               1   \n",
       "7041                 1                 0                               0   \n",
       "7042                 1                 1                               0   \n",
       "\n",
       "      MultipleLines_Yes  InternetService_DSL  InternetService_Fiber optic  \\\n",
       "0                     0                    1                            0   \n",
       "1                     0                    1                            0   \n",
       "2                     0                    1                            0   \n",
       "3                     0                    1                            0   \n",
       "4                     0                    0                            1   \n",
       "...                 ...                  ...                          ...   \n",
       "7038                  1                    1                            0   \n",
       "7039                  1                    0                            1   \n",
       "7040                  0                    1                            0   \n",
       "7041                  1                    0                            1   \n",
       "7042                  0                    0                            1   \n",
       "\n",
       "      InternetService_No  OnlineSecurity_0  OnlineSecurity_1  \\\n",
       "0                      0                 1                 0   \n",
       "1                      0                 0                 1   \n",
       "2                      0                 0                 1   \n",
       "3                      0                 0                 1   \n",
       "4                      0                 1                 0   \n",
       "...                  ...               ...               ...   \n",
       "7038                   0                 0                 1   \n",
       "7039                   0                 1                 0   \n",
       "7040                   0                 0                 1   \n",
       "7041                   0                 1                 0   \n",
       "7042                   0                 0                 1   \n",
       "\n",
       "      OnlineSecurity_No internet service  \n",
       "0                                      0  \n",
       "1                                      0  \n",
       "2                                      0  \n",
       "3                                      0  \n",
       "4                                      0  \n",
       "...                                  ...  \n",
       "7038                                   0  \n",
       "7039                                   0  \n",
       "7040                                   0  \n",
       "7041                                   0  \n",
       "7042                                   0  \n",
       "\n",
       "[7043 rows x 20 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "do_dummy_cols = ['gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines',\n",
    "       'InternetService', 'OnlineSecurity']\n",
    "model_df = df.copy()\n",
    "model_df['OnlineSecurity'].replace(to_replace='Yes', value=1, inplace=True)\n",
    "model_df['OnlineSecurity'].replace(to_replace='No',  value=0, inplace=True)\n",
    "model_df = pd.get_dummies(model_df, columns=do_dummy_cols)\n",
    "model_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "e04f86c2-b106-4bab-bd21-e72485c2fcef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.162147</td>\n",
       "      <td>0.368612</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>32.371149</td>\n",
       "      <td>24.559481</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Female</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.495244</td>\n",
       "      <td>0.500013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Male</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.504756</td>\n",
       "      <td>0.500013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_No</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.516967</td>\n",
       "      <td>0.499748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner_Yes</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.483033</td>\n",
       "      <td>0.499748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_No</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.700412</td>\n",
       "      <td>0.458110</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents_Yes</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.299588</td>\n",
       "      <td>0.458110</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_No</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.096834</td>\n",
       "      <td>0.295752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_Yes</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.903166</td>\n",
       "      <td>0.295752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.481329</td>\n",
       "      <td>0.499687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.096834</td>\n",
       "      <td>0.295752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.421837</td>\n",
       "      <td>0.493888</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.343746</td>\n",
       "      <td>0.474991</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.439585</td>\n",
       "      <td>0.496372</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.216669</td>\n",
       "      <td>0.412004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_0</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.496663</td>\n",
       "      <td>0.500024</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_1</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.286668</td>\n",
       "      <td>0.452237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <td>7043.0</td>\n",
       "      <td>0.216669</td>\n",
       "      <td>0.412004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     count       mean        std  min  25%  \\\n",
       "SeniorCitizen                       7043.0   0.162147   0.368612  0.0  0.0   \n",
       "tenure                              7043.0  32.371149  24.559481  0.0  9.0   \n",
       "gender_Female                       7043.0   0.495244   0.500013  0.0  0.0   \n",
       "gender_Male                         7043.0   0.504756   0.500013  0.0  0.0   \n",
       "Partner_No                          7043.0   0.516967   0.499748  0.0  0.0   \n",
       "Partner_Yes                         7043.0   0.483033   0.499748  0.0  0.0   \n",
       "Dependents_No                       7043.0   0.700412   0.458110  0.0  0.0   \n",
       "Dependents_Yes                      7043.0   0.299588   0.458110  0.0  0.0   \n",
       "PhoneService_No                     7043.0   0.096834   0.295752  0.0  0.0   \n",
       "PhoneService_Yes                    7043.0   0.903166   0.295752  0.0  1.0   \n",
       "MultipleLines_No                    7043.0   0.481329   0.499687  0.0  0.0   \n",
       "MultipleLines_No phone service      7043.0   0.096834   0.295752  0.0  0.0   \n",
       "MultipleLines_Yes                   7043.0   0.421837   0.493888  0.0  0.0   \n",
       "InternetService_DSL                 7043.0   0.343746   0.474991  0.0  0.0   \n",
       "InternetService_Fiber optic         7043.0   0.439585   0.496372  0.0  0.0   \n",
       "InternetService_No                  7043.0   0.216669   0.412004  0.0  0.0   \n",
       "OnlineSecurity_0                    7043.0   0.496663   0.500024  0.0  0.0   \n",
       "OnlineSecurity_1                    7043.0   0.286668   0.452237  0.0  0.0   \n",
       "OnlineSecurity_No internet service  7043.0   0.216669   0.412004  0.0  0.0   \n",
       "\n",
       "                                     50%   75%   max  \n",
       "SeniorCitizen                        0.0   0.0   1.0  \n",
       "tenure                              29.0  55.0  72.0  \n",
       "gender_Female                        0.0   1.0   1.0  \n",
       "gender_Male                          1.0   1.0   1.0  \n",
       "Partner_No                           1.0   1.0   1.0  \n",
       "Partner_Yes                          0.0   1.0   1.0  \n",
       "Dependents_No                        1.0   1.0   1.0  \n",
       "Dependents_Yes                       0.0   1.0   1.0  \n",
       "PhoneService_No                      0.0   0.0   1.0  \n",
       "PhoneService_Yes                     1.0   1.0   1.0  \n",
       "MultipleLines_No                     0.0   1.0   1.0  \n",
       "MultipleLines_No phone service       0.0   0.0   1.0  \n",
       "MultipleLines_Yes                    0.0   1.0   1.0  \n",
       "InternetService_DSL                  0.0   1.0   1.0  \n",
       "InternetService_Fiber optic          0.0   1.0   1.0  \n",
       "InternetService_No                   0.0   0.0   1.0  \n",
       "OnlineSecurity_0                     0.0   1.0   1.0  \n",
       "OnlineSecurity_1                     0.0   1.0   1.0  \n",
       "OnlineSecurity_No internet service   0.0   0.0   1.0  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "c1dbf8b6-51de-4f75-bde9-ee7e403bd13e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(model_df.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "53c71399-8152-432c-a589-2b6fbec5cfd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1f92e2b03d0>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3420x3420 with 380 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(model_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "b0292822-9add-4db3-973d-db5f6a7e527a",
   "metadata": {},
   "outputs": [],
   "source": [
    "LR_model=LogisticRegression()\n",
    "KNN_model=KNeighborsClassifier(n_neighbors=10)\n",
    "SVM_model=SVC()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "5683a117-44b0-46dd-a500-b93e48f79803",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR: 0.798208 (0.010881)\n",
      "KNN: 0.783278 (0.011606)\n",
      "SVC: 0.734215 (0.012067)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = []\n",
    "models.append(('LR', LR_model))\n",
    "models.append(('KNN', KNN_model))\n",
    "models.append(('SVC', SVM_model))\n",
    "\n",
    "# evaluate each model in turn\n",
    "results = []\n",
    "names = []\n",
    "scoring = 'accuracy'\n",
    "for name, model in models:\n",
    "    kfold = model_selection.KFold(n_splits=10)\n",
    "    cv_results = model_selection.cross_val_score(model,  X,y, cv=kfold, scoring=scoring)\n",
    "    results.append(cv_results)\n",
    "    names.append(name)\n",
    "    msg = \"%s: %f (%f)\" % (name, cv_results.mean(), cv_results.std())\n",
    "    print(msg)\n",
    "# boxplot algorithm comparison\n",
    "fig = plt.figure()\n",
    "fig.suptitle('Algorithm Comparison')\n",
    "ax = fig.add_subplot(111)\n",
    "plt.boxplot(results)\n",
    "ax.set_xticklabels(names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "e39ed91c-453a-4337-9e35-62ad766dad3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "LR_model=LogisticRegression()\n",
    "KNN_model=KNeighborsClassifier(n_neighbors=10)\n",
    "SVM_model=SVC()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "c85afaed-370f-4ae9-94a3-3b122eef69bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR: 0.799345 (0.012071)\n",
      "KNN: 0.784700 (0.009902)\n",
      "SVC: 0.734215 (0.000428)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = []\n",
    "names = []\n",
    "scoring = 'accuracy'\n",
    "for name, model in models:\n",
    "    kfold = model_selection.StratifiedKFold(n_splits=10)\n",
    "    cv_results = model_selection.cross_val_score(model,  X,y, cv=kfold, scoring=scoring)\n",
    "    results.append(cv_results)\n",
    "    names.append(name)\n",
    "    msg = \"%s: %f (%f)\" % (name, cv_results.mean(), cv_results.std())\n",
    "    print(msg)\n",
    "# boxplot algorithm comparison\n",
    "fig = plt.figure()\n",
    "fig.suptitle('Algorithm Comparison')\n",
    "ax = fig.add_subplot(111)\n",
    "plt.boxplot(results)\n",
    "ax.set_xticklabels(names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "278c5829-ef7c-4ca6-9cf0-8b9b39714e2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "ff390540-40b1-453a-8b9f-7dd1c11f4861",
   "metadata": {},
   "outputs": [],
   "source": [
    "KNN = KNeighborsClassifier(n_neighbors= 5 , metric = 'euclidean' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f2e160d2-d20a-40d6-95d5-34619208ea7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "KNN.fit(X_train, y_train)\n",
    "predicted_labels = KNN.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "d50c1e29-d47c-4dc9-b0e6-cdbf13e05cfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Training data: 0.8298666666666666\n",
      "Accuracy on Test data: 0.7690120824449183\n"
     ]
    }
   ],
   "source": [
    "print('Accuracy on Training data:',KNN.score(X_train, y_train) )\n",
    "print('Accuracy on Test data:',KNN.score(X_test, y_test) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "8828a581-7dd2-4dde-ad49-05d8fbcc232c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_score=[]\n",
    "test_score=[]\n",
    "for k in range(1,51):\n",
    "    KNN = KNeighborsClassifier(n_neighbors= k , metric = 'euclidean' ) \n",
    "    KNN.fit(X_train, y_train)\n",
    "    train_score.append(KNN.score(X_train, y_train))\n",
    "    test_score.append(KNN.score(X_test, y_test))\n",
    "plt.plot(range(1,51),train_score)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "35739060-f36a-41e9-8ed7-ce7e75d344a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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C3VXczPO+L5FVybXW1ktf7iU0RM668V2Z8NAQxvVte1a3S3l9OzTjB5d34521B9hx+MzUFdOX7qVNVITP1ry3ZpHhXDegvd+t3qhGYdw5vCtLpo7msh6tefaTBG5/ZQ0Hj5+ipER5Y1UKAzu3YFDnFn6937m6omcbZtwxhI3PjGPGHUMY3r0VH2w8xJRX1vDXJXsY3799rbtaRl0cUye/0V17STuu6NmaFxbvbhBPnlvQn2cJ6dk0jQilc8uKd/UBHh0bx6RBHXhx6V5unLGybIROeacKXfxm/k6+9/IaQkOEf945hMYRlYdIqUfGxHGqqJhXV/juv35x6V6O5Rbw20n9fd4UHNO7LTn5Ljak1M+KkK7iEt5ec4ArerYmrm3Vo3/O9b7EuTh4/BQfbTrMHcO60DaAo3umfudiWjaJcD+7UKJsPJDFiqRjPDDqIr/+fWuiXfNI/nPPpfzfzQNITMvmmhe/5pcfbyf5WB73jKj6wyUQmkSEcd2A9sy4cwibnvkO/7xzCG/dO4x/TBns98CB801EePaGfpwuLOa5z3bVd3WqZX3051npjdjKRlY0jghl+u2DufaS9vxy7nZueGkFj4yJ48GrLiob9bA+JYvHP9hKyvFT3DOiG78Y34smEf79U/ZqF821/dvzr6/28eaqijd+cwpcTBnWmYGVtOJGxrUhIjSEL3Yd5fKLaj4UtKYWJxwl/WQ+z97Qr9qyPWOjue6S9ry5KoX7R/aotKWbmJ7NI7M3M65vWx4bF0ejsKoD9cjJfB7/cCshIgEfgdS8cThPTOjNLz7cxkebDzNvy2FaN43gzssCczO0MiLCbZd25sq4Njz50XZmrztEm6iIgPVr+6tJRNh5P2dN9YyN5t4ru/Pvr5P5fEfFB9fCQoVfT+zL5MGdfLz6/LKgP49KSpRdR3K4aUj1NzKv6deOS7u1Ytr8nfxlyR4WJRzhDzdewvytaby+cj+dWjZm9n2X1Shsn76uDx1bNsZVXHG0RXRkGPeO7F7pa5s2CuOyi1qzLDGDX17X95zPXVuzVqXQqWXjsmGE1XlkbByfbk/n1RXJPH5NxWcIdh3J5s5X11LkKuFfX+1jacJRXrh1oM8POlVlzqbDPPuJe36i30/uT7vmgR9LfcuQTsxed5DfzN9JboGLp6/t7fcHeW11aNGYN/7nUhZsS6d104hqP/SC3aPj4ohqFMa3pyqOHlqTfJxfz9vJyLiY8zLMtyp+/e8RkfHAdCAUeFVV/1zu+OPAnV7v2QeIUdUsEZkK/AhQYDvwP6oauOf9G5BD354it8BF3/YV++d9adU0wj0Ou387fvXxDibNWAnADy7vyhPje9O0Uc1++Du2aMzT1/ap0WsBxvaOZdr8nSRn5tIjJqrG73OuEtOzWbc/i6ev7e33gz8Xe+5LzFqZwo+uPLtVv/tIDne8spbwUGHOQ1dy4HgeT87Zzk3/WsUDo3rwqFfr/mh2Pk9/tJ1luzK4tFtL/u+WgWc9ABVIISHC7yb1Z+JLK2jdNIK7Lqv77hNvIsLEgR3O6zkbqiYRYfx0bJzPY0kZuUyY/jXPfbaL528deJ5rdrZq++hFJBSYAUwA+gJTROSsppyqPq+qg1R1EPAUsNwT8h2BR4B4Ve2P+4Pi9gBfQ4NReiO2j59BX2rCJe1ZPHUUD4zqwbs/Gs5vJ/WvccgHwpje7nH6X+yqm5kCK/PGqhQiw0Mq3CSuziNj4sgrLOa1FfvL9rlDfg3hocJ7919O9zZNuapXLIumjuKmwR3551f7mPiPFWxLPcHczal8929fsyLpGM9c37esfF0qnS/n71MGn7fWvAmsnrFR/PDK7nywMZWNB+rnnlYpf27GDgOSVDVZVQuB94BJVZSfAsz22g4DGotIGNAE8D3xRwP33Oe7+Gx7epVlEtKzCRF3P/m5ah3ViKeu7cOInm1qWsWA6dyqCb3aRrMs8fwF/bd5hczdfJjJgztWOaeKL73aufvqZ61K4cSpQvYcdYd8aIgw+77Lzgrt5o3Def7Wgfznnks5ebqIG15aydT3t9IzNorPHh3JvVd2r9E0AjUxeXAnrrgA/r1NzT0yJo62zRoxbf6Oel1+0Z+g7wh4P66X6tlXgYg0AcYDcwBU9TDwAnAQSAdOquri2lT4QpRfVMzLXyfz/KLdVU7WlJiezUUxUVUOsWsoxvSJZX1KFidPn5856t/fcIgCV0mVE2tV5adje5Jb4B6pVBby919WadfT1b1jWfzYaO4Z0Y1nru/Lfx+4/Lx2UxlnaNoojF9e15cdh7OZve5gvdXDn6D31XypLM0mAitVNQtARFribv13BzoATUXkLp8nEblfRDaIyIbMzIa1FNveo7kUlyjJx/LYdPBEpeUS0rJ9jp9viMb1icVVonxdx8shAhSXKG+tPsDw7q3o3a5mf3+92zVjQv92fLwlDRF3yF9UTXA3bxLOb27od15b8cZ5Jg5oz+U9WvP8ot2VPtNROhX0o+9trpOpwP0J+lTAu1O0E5V3v9zO2d0244D9qpqpqkXAR8AIXy9U1ZdVNV5V42NiYnwVuWAlpLsfbgkR97S+vnybV0jayXy/b8Re6AZ1bkmrphHnpZ9+aeJRDp84zf9c0a1W7/OL8b25pl9bZt9XfcgbEygiwrOT+pFX4OL5RRXH3B/KOsWdr67lmXk7ycor5HQdLFbjT9CvB+JEpLuIROAO8/nlC4lIc2A0MM9r90HgMhFpIu4JWMYCgZl4/QKSkOZ+CGriwA58sjXN56pC3lMTO0FoiHBVrxi+3J1R5wsxvLEqhQ7NIxnn55DKynRv05R/fz+enrEW8ub8urhtNPeM6MZ76w+x9dAJwD1c9+01Bxj/4tdsP3ySP910CW/+cFid3HyvNuhV1QU8DCzCHdL/VdWdIvKgiDzoVXQysFhV87xeuxb4ENiEe2hlCPByAOt/QUhIz6Z3+2bcFt+ZnHyXz4UgEhwW9ABje7flxKkiNnv+49aFzQe/ZdW+49w9olvDmDzKmEo8Oi6ONlGN+PW8HRzKOsVdr63lVx/vYHCXlnz+2EimDOvic0LCQPDro0NVFwILy+2bWW57FjDLx2unAdNqXMMLXEmJkpiew+TBHbm8R2s6NI/kw42pFcYhJ6RnExvdKKCzANa3URe3ISxEeGHRbp/zoXRu1YTbL+1cq4CevmwvLZuEn/ex5MYEWul01FPf38rVL3xFo7AQ/jC5P3fUYcCXsgG6tZT67Wn3Q1Ad3NMa3DSkE//8Komj2flnzYHipBuxpaIjw7lhUAcWbk9na7lFn1WhwFXCBxsO8cKtA6udl8aXLYdO8NXuTH4xvle9PjdgTKDcOKgjn+84Qn5RCb+/sT+dW/me8yrQ7KenlkpvxJbeZL1pSEde+jKJuZsPl82DUuAqJikjl6t7V1wQpKH7622DKl1p59Nt6TwzbwfX/X0FU79zMfeN7H5OrfvpS/fQokk4PzjHJeeMuVCJCP/+fvx5P691etZSQtrZD0H1iIliaNeWzNmYWjZMKikjF1eJOmbEjb+uG+B+ondsn1ie+3wXN89cTVJGjl+v3XroBF/uzuS+kT2Ista8MbViQV9LCek59Cj3ENTNQzqxNyOXbanu1n5Vc9A7XZuoRvzzziH8fcpgDhzP49q/r+Dlr/dVO1b478v2elrz1jdvTG1Z0NdSYnp2hZb6dQPa0ygspGxMfUJ6No3DQ+nWum7nR7lQiQg3DOzA4qmjuOriGP64cBe/mb+z0rDflnqCZbsy+NGV3YmOrLhMoDHm3FjQ18KJU4UcPnG6Qku9eeNwrunXjnlb0ihwFZOQlk2vdtFB/3RlbHQk//7+UO69sjtvrD7As58k+Az7vy/bS/PG4TWe7sAYczYL+looHRvvq+/95qGdOHm6iGWJGe5WfxB22/giIvzquj788IruzFqVwm8XnB32Ow6fZGmiteaNCSS7y1ULVU07fGXPNrRt1oh/fJFEdr7/c9AHAxHhmev7oCj/WZmC4N4WEV5cupdmkWHcXcvpDowxZ1jQ10Jieg4xlTwEFRoiTB7ciZnL9wHBeSO2KiLCr693L2vw+sr9hAjcOLgjSxOPMnXcxTSz1rwxAWNBXwsJPm7EertlaEdmLt+HCPSuwRz0Tlca9qrw6or9fLzlMM0iw7jHWvPGBJQFfQ0VukpIysjhql6Vz7TZMzaaQZ1bkFvgslWCKiEiTJvobtnPWpXCY+PiaN7YWvPGBJKlTw3tzcihqLj6h6D+eeeQOpl21ElKw35C/3YM7dqyvqtjjOPYqBsfViUdo/+0RSRl5FZaJjHd/YRndbNRdmjR2OY+94OIMLxHa5uh0pg6YD9VPry5+gC5BS5mrdpfaZmEtGwiw0PqfJFoY4ypLQv6cr7NK2TZrqNEhIXw0abDZOf7XhM1If0kvds1C/qHoIwxFz4L+nLmb02jqFj5/Y39OVVYzAcbKi4NqKqOnHbYGONMFvTlzNmUSl/PalFDu7bkrdUplJSc/Zh+2sl8ewjKGNNgWNB72XM0h22pJ7llaCcA7h7RjZTjp1i+J/OsclU9EWuMMRcaC3ovczamEhYiTBrkXgZwQv92xEY34j+rUs4ql5CWbQ9BGWMaDAt6D1dxCR9tPszVvWNpHeWe0iA8NIQ7h3fl6z2Z7Ms8M9QyIf0k3Vs3teXtjDENggW9xzd7j5GZU8DNQzqdtX/K8M6EhwpvrT5Qti8hPZs+diPWGNNA+BX0IjJeRHaLSJKIPOnj+OMissXztUNEikWklYj08tq/RUSyReSxgF9FAHy4KZWWTcIZU25d19joSK4f0IEPN6aSW+AiO7+IQ1mn7UasMabBqDboRSQUmAFMAPoCU0Skr3cZVX1eVQep6iDgKWC5qmap6m6v/UOBU8DcAF9DrZ08VcSSnUeZNKgjEWEV/0ruHtGN3AIXczamssvzRKwFvTGmofCnRT8MSFLVZFUtBN4DJlVRfgow28f+scA+VT3g41i9+mRbGoXFJWWjbcob1LkFAzu34I3VKew47F4H1sbQG2MaCn+CviNwyGs71bOvAhFpAowH5vg4fDu+PwBKX3u/iGwQkQ2ZmZmVFasTH25MpVfbaPpVEd73jOhKcmYeb65OoXXTCGJ9zEFvjDEXIn+C3tcz/r5XdYaJwEpVzTrrDUQigBuADyo7iaq+rKrxqhofE1P51L+BlpSRy5ZDJ7hlaCdEKp/O4NpL2tMmKoKU46fo26FZlWWNMeZC4k/QpwKdvbY7AWmVlK2s1T4B2KSqR8+tenVvzqZUQkOESYM7VFmuUVgodwzvCtiDUsaYhsWfoF8PxIlId0/L/HZgfvlCItIcGA3M8/EelfXb16viEuWjTamMvjiG2OjIasvfNbwLHZpHMiru/P3GYYwxtVXtEz+q6hKRh4FFQCjwuqruFJEHPcdneopOBharap736z399t8BHghozQNgZdIxjmYX8Ovrfd+ELS+2WSSrnhpbx7UyxpjA8uvRTlVdCCwst29mue1ZwCwfrz0FtK5xDevQZzuOENUojLF9YqsvbIwxDVRQPxm7Nvk4w7u3IjI8tL6rYowxdSZogz4jO5/kY3kM79GqvqtijDF1KmiDfs1+9wjQy3pckL1KxhgTMMEb9MnHiW4UZlMZGGMcL2iDfm3ycS7t3oqw0KD9KzDGBImgTLmMnHz2ZeYxvLv1zxtjnC8og35tsvXPG2OCR3AG/f7jRDUKq3ISM2OMcYqgDPo1yVnEd2tp/fPGmKAQdEmXmVNAUkauddsYY4JG0AX92v3HAeufN8YEj+AL+uQsmkaE0t/6540xQSLogn5N8nHiu9n4eWNM8AiqtDuWW8Be6583xgSZoAr6dZ75bWwiM2NMMAmqoF+TfJwmEaFc0rF5fVfFGGPOm6AL+vhurQi3/nljTBAJmsQ7nlvAnqO5Nr+NMSboBE3Qr7P5540xQSpogn5N8nEah4cyoJP1zxtjgotfQS8i40Vkt4gkiciTPo4/LiJbPF87RKRYRFp5jrUQkQ9FZJeIJIrI5YG+CH+s3e+e38b6540xwaba1BORUGAGMAHoC0wRkb7eZVT1eVUdpKqDgKeA5aqa5Tk8HfhcVXsDA4HEANbfL1l5hew6kmPdNsaYoORP83YYkKSqyapaCLwHTKqi/BRgNoCINANGAa8BqGqhqp6oVY1rYF3Z/DZ2I9YYE3z8CfqOwCGv7VTPvgpEpAkwHpjj2dUDyAT+IyKbReRVEWlai/rWyJrkLCLDQ7ikY4vzfWpjjKl3/gS9+NinlZSdCKz06rYJA4YA/1LVwUAeUKGPH0BE7heRDSKyITMz049q+S8hPZv+HZoTEWb988aY4ONP8qUCnb22OwFplZS9HU+3jddrU1V1rWf7Q9zBX4Gqvqyq8aoaHxMT40e1/JeT76JFk4iAvqcxxjQU/gT9eiBORLqLSATuMJ9fvpCINAdGA/NK96nqEeCQiPTy7BoLJNS61ucot6CIqEah5/u0xhhzQQirroCqukTkYWAREAq8rqo7ReRBz/GZnqKTgcWqmlfuLX4KvOP5kEgG/idgtfdTXkExTRtVe6nGGONIfqWfqi4EFpbbN7Pc9ixglo/XbgHia1rBQMgtcBEVaUFvjAlOjr87WegqodBVQlSEBb0xJjg5PujzClwA1qI3xgQtxwd9riforY/eGBOsgibooyzojTFByvFBn2dBb4wJco4P+hzrujHGBDnHB31piz7absYaY4KU44M+N99a9MaY4Ob8oC/to7dx9MaYIBU0Qd/U5roxxgQpxwd9XoGLyPAQwmwJQWNMkHJ8+uUWFBPVKLy+q2GMMfUmCILeZVMUG2OCmuODPs9mrjTGBDnHB31uvoumNuLGGBPEnB/0BS6b/sAYE9QcH/R5hdZ1Y4wJbo4P+tx8lz0Va4wJas4P+gIX0Rb0xpgg5uigLyouocBVYi16Y0xQ8yvoRWS8iOwWkSQRedLH8cdFZIvna4eIFItIK8+xFBHZ7jm2IdAXUJU8m6LYGGOoNgFFJBSYAXwHSAXWi8h8VU0oLaOqzwPPe8pPBKaqapbX21ytqscCWnM/lM5zY103xphg5k+LfhiQpKrJqloIvAdMqqL8FGB2ICpXW7ZerDHG+Bf0HYFDXtupnn0ViEgTYDwwx2u3AotFZKOI3F/TitZE2TKCNrzSGBPE/ElA8bFPKyk7EVhZrtvmClVNE5FYYImI7FLVryucxP0hcD9Aly5d/KhW9XLyS9eLtblujDHBy58WfSrQ2Wu7E5BWSdnbKddto6ppnj8zgLm4u4IqUNWXVTVeVeNjYmL8qFb18gqKAeu6McYEN3+Cfj0QJyLdRSQCd5jPL19IRJoDo4F5Xvuaikh06ffAd4Edgai4P8q6bizojTFBrNoEVFWXiDwMLAJCgddVdaeIPOg5PtNTdDKwWFXzvF7eFpgrIqXneldVPw/kBVQlx4LeGGP86qNHVRcCC8vtm1luexYwq9y+ZGBgrWpYCzaO3hhjHP5kbG6Bi0ZhIYTbMoLGmCDm6AS0KYqNMcbhQW+rSxljjMOD3laXMsYYpwe9teiNMSYIgt766I0xQc7RQZ9XYKtLGWOMo4M+t6DYWvTGmKDn8KAvsgnNjDFBz7FB7youIb+ohKhG4fVdFWOMqVeODfozM1dai94YE9wcG/S5hTahmTHGgIOD3laXMsYYN8cGfenqUja80hgT7Bwb9KUt+mgLemNMkHNs0OfaXPTGGAMEQdDbzVhjTLBzbtDnW9AbYww4OOhtGUFjjHFzbNDnFrqICAshIsyxl2iMMX5xbArm5tsUxcYYA34GvYiMF5HdIpIkIk/6OP64iGzxfO0QkWIRaeV1PFRENovIgkBWvip5Nhe9McYAfgS9iIQCM4AJQF9gioj09S6jqs+r6iBVHQQ8BSxX1SyvIo8CiQGrtR9ybS56Y4wB/GvRDwOSVDVZVQuB94BJVZSfAswu3RCRTsB1wKu1qei5cq8uZROaGWOMP0HfETjktZ3q2VeBiDQBxgNzvHa/CPwCKKnqJCJyv4hsEJENmZmZflSranm26IgxxgD+Bb342KeVlJ0IrCztthGR64EMVd1Y3UlU9WVVjVfV+JiYGD+qVTXrujHGGDd/gj4V6Oy13QlIq6Ts7Xh12wBXADeISAruLp8xIvJ2Dep5znILXETbzJXGGONX0K8H4kSku4hE4A7z+eULiUhzYDQwr3Sfqj6lqp1UtZvndV+o6l0BqXk1cvNdNI2woDfGmGqTUFVdIvIwsAgIBV5X1Z0i8qDn+ExP0cnAYlXNq7Pa+qm4RDldVGxdN8YYgx9BD6CqC4GF5fbNLLc9C5hVxXt8BXx1jvWrkTzP6lLWdWOMMQ59MjbXFh0xxpgyjgz6PJui2Bhjyjgy6HMs6I0xpowjg96mKDbGmDMcHfTWojfGGIcGfY6tLmWMMWUcGfRlLXobXmmMMc4M+tyyPnqbvdIYYxwa9MWEhwqNwizojTHGkUFvq0sZY8wZjgx6m6LYGGPOcGzQW4veGGPcnBn0+Rb0xhhTypFBn1doXTfGGFPKkUGfW+CyMfTGGOPhzKDPdxFlq0sZYwzg0KDPsxa9McaUcVzQl5QoeYW2jKAxxpRyXNCXLiMYZdMfGGMM4MCgzy2boji8nmtijDEXBr+CXkTGi8huEUkSkSd9HH9cRLZ4vnaISLGItBKRSBFZJyJbRWSniDwb+Es4W55NaGaMMWepNuhFJBSYAUwA+gJTRKSvdxlVfV5VB6nqIOApYLmqZgEFwBhVHQgMAsaLyGWBvYSz5RYUAxBtN2ONMQbwr0U/DEhS1WRVLQTeAyZVUX4KMBtA3XI9+8M9X1qL+lYr17PoSFMbXmmMMYB/Qd8ROOS1nerZV4GINAHGA3O89oWKyBYgA1iiqmsree39IrJBRDZkZmb6Wf2Kcm29WGOMOYs/QS8+9lXWKp8IrPR027gLqhZ7unQ6AcNEpL+vF6rqy6oar6rxMTExflTLt9Kgt64bY4xx8yfoU4HOXtudgLRKyt6Op9umPFU9AXyFu8VfZ/KsRW+MMWfxJ+jXA3Ei0l1EInCH+fzyhUSkOTAamOe1L0ZEWni+bwyMA3YFoN6VOjO80oLeGGMAqk1DVXWJyMPAIiAUeF1Vd4rIg57jMz1FJwOLVTXP6+XtgTc8I3dCgP+q6oKAXkE5uQUuwkKERmGOe0TAGGNqxK9mr6ouBBaW2zez3PYsYFa5fduAwbWq4TkqnedGxNetBWOMCT6Oa/bm5rtsaKUxxnhxXtDbMoLGGHMWxwV9XqFNUWyMMd4cF/S5+baMoDHGeHNe0Be4iLagN8aYMo4Mepu50hhjznBc0OcV2OpSxhjjzVFB715G0LpujDHGm6OC/lRRMao2z40xxnhzVNCXTmhmwyuNMeYMRwV9Tr5NaGaMMeU5KujLpii2KRCMMaaMI4Peum6MMeYMRwV9js1Fb4wxFTgq6PMs6I0xpgJHBb0tDG6MMRU5MuitRW+MMWc4KujzClyEhgiR4Y66LGOMqRVHJaJ7dalQW0bQGGO8OCvoC4qJjgyv72oYY8wFxa+gF5HxIrJbRJJE5Ekfxx8XkS2erx0iUiwirUSks4h8KSKJIrJTRB4N/CWckVtQZFMUG2NMOdUGvYiEAjOACUBfYIqI9PUuo6rPq+ogVR0EPAUsV9UswAX8XFX7AJcBPyn/2kCyKYqNMaYif1r0w4AkVU1W1ULgPWBSFeWnALMBVDVdVTd5vs8BEoGOtaty5WxhcGOMqcifoO8IHPLaTqWSsBaRJsB4YI6PY92AwcDac66lnyzojTGmIn+C3tcQFq2k7ERgpafb5swbiEThDv/HVDXb50lE7heRDSKyITMz049qVZRnQW+MMRX4E/SpQGev7U5AWiVlb8fTbVNKRMJxh/w7qvpRZSdR1ZdVNV5V42NiYvyoVkW5+S7rozfGmHL8Cfr1QJyIdBeRCNxhPr98IRFpDowG5nntE+A1IFFV/xqYKldubJ9YBnRqXtenMcaYBqXa5q+qukTkYWAREAq8rqo7ReRBz/GZnqKTgcWqmuf18iuA7wPbRWSLZ9/TqrowUBfg7cXbB9fF2xpjTIMmqpV1t9ef+Ph43bBhQ31XwxhjGgwR2aiq8b6OOerJWGOMMRVZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNdkOPoRSQTOFBNsTbAsfNQnQuNXXdwsesOLrW57q6q6nP+mAsy6P0hIhsqezjAyey6g4tdd3Cpq+u2rhtjjHE4C3pjjHG4hhz0L9d3BeqJXXdwsesOLnVy3Q22j94YY4x/GnKL3hhjjB8aXNCLyHgR2S0iSSLyZH3Xp66IyOsikiEiO7z2tRKRJSKy1/Nny/qsY10Qkc4i8qWIJIrIThF51LPf0dcuIpEisk5Etnqu+1nPfkdfdykRCRWRzSKywLMdLNedIiLbRWSLiGzw7Av4tTeooBeRUGAGMAHoC0wRkb71W6s6Mwv3QuvengSWqWocsMyz7TQu4Oeq2ge4DPiJ59/Y6ddeAIxR1YHAIGC8iFyG86+71KNAotd2sFw3wNWqOshrWGXAr71BBT0wDEhS1WRVLQTeAybVc53qhKp+DWSV2z0JeMPz/RvAjeezTueDqqar6ibP9zm4f/g74vBrV7dcz2a450tx+HUDiEgn4DrgVa/djr/uKgT82hta0HcEDnltp3r2BYu2qpoO7kAEYuu5PnVKRLoBg4G1BMG1e7ovtgAZwBJVDYrrBl4EfgGUeO0LhusG94f5YhHZKCL3e/YF/NqrXTP2AiM+9tmwIQcSkShgDvCYqma715l3NlUtBgaJSAtgroj0r+cq1TkRuR7IUNWNInJVPVenPlyhqmkiEgssEZFddXGShtaiTwU6e213AtLqqS714aiItAfw/JlRz/WpEyISjjvk31HVjzy7g+LaAVT1BPAV7ns0Tr/uK4AbRCQFd1fsGBF5G+dfNwCqmub5MwOYi7t7OuDX3tCCfj0QJyLdRSQCuB2YX891Op/mA3d7vr8bmFePdakT4m66vwYkqupfvQ45+tpFJMbTkkdEGgPjgF04/LpV9SlV7aSq3XD/PH+hqnfh8OsGEJGmIhJd+j3wXWAHdXDtDe6BKRG5FnefXijwuqr+oX5rVDdEZDZwFe7Z7I4C04CPgf8CXYCDwK2qWv6GbYMmIlcC3wDbOdNn+zTufnrHXruIDMB94y0UdwPsv6r6WxFpjYOv25un6+Z/VfX6YLhuEemBuxUP7m70d1X1D3Vx7Q0u6I0xxpybhtZ1Y4wx5hxZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMNZ0BtjjMP9P52YB7WGAQmZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(1,51),test_score)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "b82b0ec2-519b-49fd-9782-b83fdb898823",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Training data for k 1 is 0.9976888888888888:\n",
      "Accuracy on Test data for k 1 is 0.7192608386638237:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.81      0.80      0.81      1041\n",
      "           1       0.46      0.48      0.47       366\n",
      "\n",
      "    accuracy                           0.72      1407\n",
      "   macro avg       0.64      0.64      0.64      1407\n",
      "weighted avg       0.72      0.72      0.72      1407\n",
      "\n",
      "Accuracy on Training data for k 3 is 0.8629333333333333:\n",
      "Accuracy on Test data for k 3 is 0.7683013503909026:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.87      0.85      1041\n",
      "           1       0.56      0.49      0.52       366\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.70      0.68      0.69      1407\n",
      "weighted avg       0.76      0.77      0.76      1407\n",
      "\n",
      "Accuracy on Training data for k 5 is 0.8298666666666666:\n",
      "Accuracy on Test data for k 5 is 0.7690120824449183:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.88      0.85      1041\n",
      "           1       0.57      0.45      0.50       366\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.70      0.66      0.68      1407\n",
      "weighted avg       0.76      0.77      0.76      1407\n",
      "\n",
      "Accuracy on Training data for k 7 is 0.8186666666666667:\n",
      "Accuracy on Test data for k 7 is 0.7746979388770433:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.89      0.85      1041\n",
      "           1       0.59      0.44      0.50       366\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.70      0.67      0.68      1407\n",
      "weighted avg       0.76      0.77      0.76      1407\n",
      "\n",
      "Accuracy on Training data for k 9 is 0.8184888888888889:\n",
      "Accuracy on Test data for k 9 is 0.7825159914712153:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.90      0.86      1041\n",
      "           1       0.62      0.44      0.51       366\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.67      0.69      1407\n",
      "weighted avg       0.77      0.78      0.77      1407\n",
      "\n",
      "Accuracy on Training data for k 11 is 0.8117333333333333:\n",
      "Accuracy on Test data for k 11 is 0.7825159914712153:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.91      0.86      1041\n",
      "           1       0.62      0.42      0.50       366\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.66      0.68      1407\n",
      "weighted avg       0.77      0.78      0.77      1407\n",
      "\n",
      "Accuracy on Training data for k 13 is 0.8065777777777777:\n",
      "Accuracy on Test data for k 13 is 0.7818052594171997:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.91      0.86      1041\n",
      "           1       0.62      0.42      0.50       366\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.66      0.68      1407\n",
      "weighted avg       0.77      0.78      0.77      1407\n",
      "\n",
      "Accuracy on Training data for k 15 is 0.8056888888888889:\n",
      "Accuracy on Test data for k 15 is 0.7853589196872779:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.92      0.86      1041\n",
      "           1       0.63      0.41      0.50       366\n",
      "\n",
      "    accuracy                           0.79      1407\n",
      "   macro avg       0.73      0.66      0.68      1407\n",
      "weighted avg       0.77      0.79      0.77      1407\n",
      "\n",
      "Accuracy on Training data for k 17 is 0.8028444444444445:\n",
      "Accuracy on Test data for k 17 is 0.7782515991471215:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.81      0.92      0.86      1041\n",
      "           1       0.62      0.39      0.48       366\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.71      0.65      0.67      1407\n",
      "weighted avg       0.76      0.78      0.76      1407\n",
      "\n",
      "Accuracy on Training data for k 19 is 0.8023111111111111:\n",
      "Accuracy on Test data for k 19 is 0.7746979388770433:\n",
      "classification  Matrix:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.81      0.91      0.86      1041\n",
      "           1       0.61      0.38      0.47       366\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.71      0.65      0.66      1407\n",
      "weighted avg       0.76      0.77      0.76      1407\n",
      "\n"
     ]
    }
   ],
   "source": [
    "k=[1,3,5,7,9,11,13,15,17,19]\n",
    "for i in k:\n",
    "    KNN = KNeighborsClassifier(n_neighbors=i, metric = 'euclidean' ) #Building knn with 5 neighbors\n",
    "    KNN.fit(X_train, y_train)\n",
    "    predicted_labels = KNN.predict(X_test)\n",
    "    print('Accuracy on Training data for k {} is {}:'.format(i,KNN.score(X_train, y_train)))\n",
    "    print('Accuracy on Test data for k {} is {}:'.format(i,KNN.score(X_test, y_test)))\n",
    "    print(\"classification  Matrix:\\n\",classification_report(y_test,predicted_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "786ff5dd-6392-417e-a9d3-dad66492d263",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "ef522945-3eb4-4665-8fac-d405dc9cc617",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4130\n",
       "1    1495\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "7e9ff889-60b5-4ac0-b839-7900ad60bcee",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = StandardScaler()\n",
    "X_train= sc.fit_transform(X_train)\n",
    "X_test= sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "81477ba6-444e-4f17-bf11-2a6ba8192b03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.43931886,  0.98155578,  1.6599004 , ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       [-0.43931886, -0.97154551, -0.56225219, ..., -0.52489066,\n",
       "         1.39630196, -0.5394682 ],\n",
       "       [-0.43931886,  0.83706615,  1.75610395, ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       ...,\n",
       "       [-0.43931886,  0.92674937,  0.47350714, ...,  1.90515869,\n",
       "        -0.71617747, -0.5394682 ],\n",
       "       [-0.43931886,  0.02991714, -0.721544  , ..., -0.52489066,\n",
       "        -0.71617747,  1.85367739],\n",
       "       [ 2.27625101,  0.32221802, -0.9787973 , ..., -0.52489066,\n",
       "         1.39630196, -0.5394682 ]])"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "76e2c4a5-3c4a-462f-a79b-862b9dbbd484",
   "metadata": {},
   "outputs": [],
   "source": [
    "smt = SMOTE(random_state=42)\n",
    "X_train, y_train = smt.fit_resample(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "24946e35-d513-48dc-a57e-eed0249dfd21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4130\n",
       "1    4130\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "2fb23abc-c5c4-4a32-8abb-f90f00161fd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_name = []\n",
    "roc_auc = []\n",
    "f1 = []\n",
    "def model_eval(clf, y_test, y_pred):\n",
    "    print(classification_report(y_test, y_pred))\n",
    "    cm=confusion_matrix(y_test, y_pred, labels=y_test.unique())\n",
    "    disp = ConfusionMatrixDisplay(cm, display_labels=y_test.unique())\n",
    "    disp.plot(cmap='cividis')\n",
    "    m1 = roc_auc_score(y_test, y_pred)\n",
    "    m2 = f1_score(y_test, y_pred)\n",
    "    print('ROC_AUC_Score: {:.04f}'.format(m1))\n",
    "    print('F1 Score: {:.04f}'.format(m2))\n",
    "    clf_name.append(clf)\n",
    "    roc_auc.append(m1)\n",
    "    f1.append(m2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "65432078-91c8-4a06-9f02-a92a8942752d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oob score:  0.8049636803874092\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.77      0.83      1033\n",
      "           1       0.54      0.76      0.63       374\n",
      "\n",
      "    accuracy                           0.76      1407\n",
      "   macro avg       0.72      0.76      0.73      1407\n",
      "weighted avg       0.80      0.76      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7622\n",
      "F1 Score: 0.6310\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bag_clf = BaggingClassifier(DecisionTreeClassifier(), n_estimators=500, max_samples=300, bootstrap=True,oob_score=True, n_jobs=-1, random_state=42)\n",
    "bag_clf.fit(X_train, y_train)\n",
    "y_pred = bag_clf.predict(X_test)\n",
    "print('oob score: ', bag_clf.oob_score_)\n",
    "clf = 'Bagging'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "28f017d3-fb50-4a88-8b17-ca8ea82f1762",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.76      0.83      1033\n",
      "           1       0.54      0.76      0.63       374\n",
      "\n",
      "    accuracy                           0.76      1407\n",
      "   macro avg       0.72      0.76      0.73      1407\n",
      "weighted avg       0.80      0.76      0.77      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7638\n",
      "F1 Score: 0.6320\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAEGCAYAAADxD4m3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAdqklEQVR4nO3de7xVdZ3/8df7HDjncBWQSwioWKjhBTWyzMnMLmL1C+uhhdnEKKVNqJWTCTOP6WJRzpSVjVmROtKUIqYmTaUSZmajIXgNUEEBQZCrCnI5cM75/P7YC93hOfvsJXuz917n/Xw81mOv9d3f9V3fLfjhe1nruxQRmJllUV2lK2BmVi4OcGaWWQ5wZpZZDnBmllkOcGaWWd0qXYF8Awd0j4NHNFa6GpbCE8t7VroKlkLz9i3s2rlde1PGuFP6xYaNLUXlXfDY1jsjYtzeXG9vVFWAO3hEI/PuPLLS1bAUTjp3bKWrYCk88pdZe13Gho27ePCO4v4/rTtg3sC9vuBeqKoAZ2Y1okbun3WAM7P0HODMLJOiZuKbA5yZpROItrbaCB21UUszqyptURt3mDnAmVlKIhzgzCyTAgc4M8umACL26l7hfcYBzsxSchfVzDKsta2+0lUoigOcmaUS4S6qmWWWHODMLLs8BmdmmeUWnJllUoRobXMLzswyyi04M8usqJG3HTjAmVkqfpLBzDLMt4mYWYY5wJlZNgW0eRbVzLIoEG1uwZlZVtVKF7U22plmVlUiVNRWiKTDJD2St22W9AVJAyTNkbQk+eyfd85USUslPSnp1M7q6QBnZulEaQJcRDwZEcdExDHAW4BtwG3AFGBuRIwC5ibHSBoNTACOAMYBV0squG6TA5yZpbL7Pri9DXB7eA/wdESsAMYDM5L0GcDpyf54YGZENEfEMmApcHyhQj0GZ2YppZpkGChpft7x9IiY3k6+CcCNyf6QiFgDEBFrJA1O0ocBD+SdsypJ65ADnJmllqJ1tiEixhbKIKkB+DAwtZOy2rtowVdQu4tqZqmVuIt6GvBQRKxNjtdKGgqQfK5L0lcBI/LOGw6sLlSwA5yZpRIlmmTIcxavdk8BZgMTk/2JwO156RMkNUoaCYwC5hUq2F1UM0utrWDHsHiSegLvA87PS74cmCVpEvAscCZARCyUNAtYBLQAkyOitVD5DnBmlpJK9qhWRGwD9t8jbSO5WdX28k8DphVbvgOcmaXi5ZLMLLsiNw5XCxzgzCy1aPeOjerjAGdmqbmLamaZ5QBnZpkUiLY2BzgzyyJPMphZlrmLamaZ5QBnZpkUQFulK1EkBzgzS80tODPLpsCzqGaWTeE325tZlvk2ETPLLLfgzCyzaqQB5wBnZumEJxm6jidX1HPWV/Z75fiZ1fV8/dNbedexO/ncd/qwY6foVg9XfWkzx49uYVcLfObbfXn4qW60tIp/HLedKZ/aVsFf0PUMHrCTf/v0Mgbs10IEzP7TQH41Z8gr308Y9zyTP/4cH7pwDC+93I037N/ML761kGefbwJg4dO9uOLnB1Wq+lXBXVRA0jjgSqAeuCYiLi/n9SrhsINaeWjGJgBaW2HE6QM5/V07OO/yvvz7uVs57YSd/O7/GphydR/uvuoFbr67ieZd4tH/2cS2HXDk2QOZ8L4dHDy0Vm6drH2treJHN43gqRU96dHUyrVfXcz8hX1ZvroHgwfs5K1HbOH5DQ1/d85z6xo596ujK1Tj6lMrkwxle6uWpHrgR+ReCTYaOEtSpv+GzJ3fwBuHtXLQG9qQYPPW3L9yL22tY+jA3LsxJNi6Q7S0wPZm0dA96NurRv62ZMTGl7rz1IqeAGzfUc/yNU0M7LcLgAsnrOTqWcNqZoypUsrwZvuyKGcL7nhgaUQ8AyBpJjCe3BtxMummuU1MeO8OAL7/+S2cdnF/vvyjPrS1wX0/zbXyznj3Dmb/uZFh4wexbYe44qItDOjr/50q5Q37N3PogdtY9EwvTjzmRda/2MDTK3u+Jt/QQTu59muL2La9np/degCPLelTgdpWj1r5G1vO96IOA1bmHa9K0v6OpPMkzZc0f/3GXWWsTnnt3AW/ua+RM05pBuAnt/Xkigu3sOK2DVxx0RY+8+2+AMxb1J36umDV7et5+lfr+f6NPXnmufpKVr3L6tHYyjcveIYf3jiC1jbxqQ+t4drbDnhNvo0vdeeMfzmKSV8bzX/NHM5XPruMnk0F31aXabtv9K2FFlw5A1x7v+41gT8ipkfE2IgYO2j/7mWsTnn9/oFGjj10F0MG5MbSfv77Jj56ci7YnXlKM/MW5X7bjXOaOPXtO+neDQb3D95x9C7mP+G5nn2tvj745gXPMOf+Ady7oD/DBjczdNBO/vuyRcz6zuMM6p9rsQ3ou4tdLXVs3pr7M3pqRS9Wr2tkxBt2VPgXVFBAW1txW2ck9ZP0K0lPSFos6QRJAyTNkbQk+eyfl3+qpKWSnpR0amfllzPArQJG5B0PB1aX8XoVNXNOExPe9+pf+gMGtvGnh3NB7e4FDYwakfsX/8AhrfxxQQMRsHU7/HVhdw4/qOu2BiojmHLOcpavbuKmu3Kzp8+s6sGHPz+Gj11yFB+75CjWv9DApK+NZtPm7vTrs4s65f5tHjqomeFDmlm9vrGSP6DiStiCuxK4IyIOB8YAi4EpwNyIGAXMTY5JxvAnAEcA44Crk7H+DpWz6fAgMErSSOC5pGKfKOP1KmbbDvjDgw385MubX0n76aWb+eKVfWhphaYGXvnucx/dzrnf6svRn9yfAP7pA9s5+k0tFap513TUqK2MO3ETT6/swXVfzw0JT79lGA88tl+7+ccc+jKTPrKa1lbRFvDdGQeyZWvXbnWXYhZVUl/gJOCfcmXGTmCnpPHAyUm2GcA9wKXkxvBnRkQzsEzSUnJj/fd3dI2y/SlFRIukC4A7yd0mcl1ELCzX9SqpZxOs//36v0v7hzG7ePC6Ta/J27tnMOubL+2rqlk7Hl/Sm3ee85aCeT52yVGv7P9pQX/+tKB/gdxdS5DqtYEDJc3PO54eEdOT/UOA9cB/SxoDLAA+DwyJiDUAEbFG0uAk/zDggbyy2h3Xz1fWf4Yi4nfA78p5DTPb91K04DZExNgOvusGHAdcGBF/lXQlSXe0A0WN6+cr5xicmWVR8tKZYrZOrAJWRcRfk+NfkQt4ayUNBUg+1+XlTzWu7wBnZqkE0NqmoraC5UQ8D6yUdFiS9B5y98nOBiYmaROB25P92cAESY3J2P4oYF6ha3TtkVIze11SjMF15kLgl5IagGeAc8g1vGZJmgQ8C5wJEBELJc0iFwRbgMkRUfAWBAc4M0utVM+iRsQjQHtjdO/pIP80YFqx5TvAmVlqtfKwvQOcmaVTJY9hFcMBzsxSCYp7DKsaOMCZWWolnGQoKwc4M0vNY3Bmlk3F3cRbFRzgzCyVwAHOzDLMs6hmllltbsGZWVa5i2pmmZRbKcRdVDPLqBppwDnAmVl67qKaWWY5wJlZJuWeRfUYnJllVI004BzgzCwlP6plZlnmAGdmmRR4wUszyzA/qmVmmeUuqpllUxYmGST9FwVmgyPiorLUyMyqWinXg5O0HNgCtAItETFW0gDgJuBgYDnwsYh4Ick/FZiU5L8oIu4sVH6hFtz8va28mWVTid/J8O6I2JB3PAWYGxGXS5qSHF8qaTQwATgCOAD4g6RDC738ucMAFxEz8o8l9YqIrXvzK8wsG8rcRR0PnJzszwDuAS5N0mdGRDOwTNJS4Hjg/o4KquvsSpJOkLQIWJwcj5F09d7U3sxqW7QVtwEDJc3P287bsyjgLkkL8r4bEhFrAJLPwUn6MGBl3rmrkrQOFTPJ8APgVGB2csFHJZ1UxHlmllEpGnAbImJsge9PjIjVkgYDcyQ9USBve/3iglXptAUHEBEr90jqsM9rZtkWUfzWeVmxOvlcB9xGrsu5VtJQgORzXZJ9FTAi7/ThwOpC5RcT4FZKegcQkhokfYmku2pmXVMpApykXpL67N4H3g/8jVxvcWKSbSJwe7I/G5ggqVHSSGAUMK/QNYrpon4WuJJcX/c54E5gchHnmVlGlWiSYQhwmyTIxaIbIuIOSQ8CsyRNAp4FzsxdMxZKmgUsAlqAyYVmUHcXWlAyfXv2Xv0MM8uUUjyqFRHPAGPaSd8IvKeDc6YB04q9RjGzqIdI+o2k9ZLWSbpd0iHFXsDMsmX3jb6lGIMrt2LG4G4AZgFDyd1cdzNwYzkrZWZVrISTDOVWTIBTRPxPRLQk2y+onQU9zawMosit0go9izog2f1j8rjETHJ1/jjw231QNzOrUtXQOitGoUmGBeQC2u6b687P+y6Ab5SrUmZW3Wp+wcuIGLkvK2JmtSHI2IKXko4ERgNNu9Mi4uflqpSZVbcsdFEBkPRVck/2jwZ+B5wG3Ac4wJl1RVUyQ1qMYmZRzyB3093zEXEOuRvzGstaKzOrahFR1FZpxXRRt0dEm6QWSX3JPfjqG33NuqhquQWkGMUEuPmS+gE/Izez+jKdPOBqZtlWBY2zohTzLOrnkt2fSLoD6BsRj5W3WmZWzZLFLKteoRt9jyv0XUQ8VJ4qmVm1q5EGXMEW3BUFvgvglBLXhQVPdKP+xMGdZ7Sq8cHjauOGT8vpVl+CQmpoFrXQjb7v3pcVMbPaUMrXBpabX/xsZqnVSHxzgDOz9Npq5FktBzgzS61WuqjFrOgrSZ+U9JXk+EBJx5e/amZWnYpdDa7yUbCYR7WuBk4AzkqOtwA/KluNzKyqlfK1geVWTBf1bRFxnKSHASLiBUkNZa6XmVWxanjOtBjFBLhdkupJ2puSBgE1ch+zmZVDjcS3orqoPyT3xunBkqaRWyrpW2WtlZlVtbaIorZiSKqX9LCk/02OB0iaI2lJ8tk/L+9USUslPSnp1M7K7jTARcQvgS8D3wbWAKdHxM1F1dzMsqm0cwyfBxbnHU8B5kbEKGBucoyk0cAE4AhgHHB10rvsUDGzqAcC24DfALOBrUmamXVBpZxDlTQc+CBwTV7yeGBGsj8DOD0vfWZENEfEMmApUPCOjmLG4H7Lqy+faQJGAk+Si6Jm1tVEqkmGgZLm5x1Pj4jpecc/INdD7JOXNiQi1gBExBpJux9QHwY8kJdvVZLWoWKWSzoq/zhZZeT8DrKbWReQYpJhQ0SMbe8LSR8C1kXEAkknF1FWeys7FKxJ6icZIuIhSW9Ne56ZZUeJZlFPBD4s6QPkeod9Jf0CWCtpaNJ6G0puFXHItdhG5J0/HFhd6ALFvHTm4rzDOuA4YH3xv8HMsiT32sC9j3ARMRWYCpC04L4UEZ+U9B1gInB58nl7csps4AZJ3wMOAEbRyerixbTg8vvGLeTG5G4p+leYWfaU9z64y4FZkiYBzwJnAkTEQkmzgEXkYtHkiGgtVFDBAJdMwfaOiEtKUm0zy4RSx7eIuAe4J9nfSO5Nfu3lmwZMK7bcQkuWd4uIlkJLl5tZF1QlrwQsRqEW3Dxy422PSJoN3Axs3f1lRNxa5rqZWZWqkfhW1BjcAGAjuXcw7L4fLgAHOLMuKDfJUOlaFKdQgBuczKD+jVcD22418vPMrByy0EWtB3rzOm6uM7Nsq5H4VjDArYmIy/ZZTczMSqxQgPMLL83stapktd5iFApw7d6HYmZW8wEuIjbty4qYWW0o1aNa+4JfG2hmqdVIfHOAM7P0HODMLLNqJL45wJlZSkHNNOEc4MwslRqKbw5wZpZeFp5FNTNrl1twZpZZDnBmlkm5d57WRoRzgDOzdDLyLKqZWbs8yWBm2eUAZ2ZZVStd1LpKV8DMakuk2AqR1CRpnqRHJS2U9PUkfYCkOZKWJJ/9886ZKmmppCclndpZXR3gzCy1iOK2TjQDp0TEGOAYYJyktwNTgLkRMQqYmxwjaTQwATgCGAdcnby7uUMOcGaWTpHBrbMAFzkvJ4fdky2A8cCMJH0GcHqyPx6YGRHNEbEMWAocX+gaDnBmlkoQtEVxGzBQ0vy87bz8siTVS3oEWAfMiYi/AkMiYg1A8jk4yT4MWJl3+qokrUOeZDCz1FJMMmyIiLEdlxOtwDGS+gG3STqyQFmp3/DnFpyZpVaiMbi88uJF4B5yY2trJQ0FSD7XJdlWASPyThsOrC5UrgOcmaVWolnUQUnLDUk9gPcCTwCzgYlJtonA7cn+bGCCpEZJI4FRwLxC13AX1cxSK9F9cEOBGclMaB0wKyL+V9L9wCxJk4BngTNz14yFkmYBi4AWYHLSxe2QA5yZpRJRmke1IuIx4Nh20jfSwWtLI2IaMK3YazjAmVlqtfIkgwNciX3h49uY9P92EMDjT3fj3Gl9OPygVn58yRaaGoKWVjH5u715cHH3Sle1yxrYbydf/NQy+vfdRQTc8ZdB/OaeIYwcto3PTVhBQ/c2WtvEj286kCUregNw8AHbmHzWCno2tdIW4uL/fDO7WrruEHaXD3CSrgM+BKyLiEJTv5lxwMBWLjxzO0d8YgA7doqZ39jMhPc2c9b7d3DZdT2544FGTjuhmf+YvJVTLuhX6ep2Wa1tcN2tw3l6VS96NLby/UsX8cgTfTnn9FXM/P0BLFi0H28Z/SLnnL6Kf73ycOrqgosnLuN7Px/J8ud60qdXC62t7d2x0HXUSHwr6yzq9eSmfLuUbvXQozGorw96NgWrN9QRAX175f5K7Nc7l2aV88LmBp5e1QuA7c31rHy+B/v320kAPZpyY9a9erSy6aUGAI49/CWWP9eD5c/1BGDL1m60RdcNcLtfOlPK20TKpWwtuIi4V9LB5Sq/Gq3eUM8VN/ZgxW0b2d4s7prXwJx5DaxcW8cd33+J71ywlbo6OPH8fpWuqiUGD2jmjcO38eTy3vzsVw1cNnkJ535kJXWCS644HIBhg5sB+Prkp9ivdwv3LujPrX8YWslqV1aVBK9iVLwpIem83Y9x0Laz0tXZK/36tPHhd+7kkDP2Z9iH96dXj+DsU3fwzx/dwcU/7M1BH9mfi6/sxTVTt1S6qgY0NbQy9dNP87NbRrB9Rz0feOd6rrl1BOf++xiuuWUEF529HID6+mD0IS9zxfUjufR7h3HCmBc5+tDNla18hbVFcVulVTzARcT0iBgbEWOpa6h0dfbKe8fuYvnqeja8WEdLq7jtnkbecdQuPnXaDm69J/fbbr67keNHt1S4plZf18bUzzzNPfMHcP+judV4TnnbRv7vkX4A3Pdwfw49aCsAG15s4G9L+7B5a3ead9Uzf+F+vHHEtkpVvSrUShe14gEuS55dW8fbjthFj8bcfdynjN3J4uXdWL2hjncduwuAU96yiyUrC67wYmUXXHT2ClY+38Ttd7/hldRNL3XnyFG51vXRh25h9fomAB5a1JeDh22nsXsrdXXBkW/awsrnmypS82rgMbguat6i7tzyx0YWXP8CLa3w8FPdmH57Ew8/1Y0ffOFlutW/zI6d4vz/6F3pqnZpow95mVPetpFlz/XgyikLAfj57GFcdcNBfOaMldTXBTtb6rjqxoMA2Lq9G7++ewjf+/JiImD+wv2Yv7BfBX9B5VVB7CqKokxhVtKNwMnAQGAt8NWIuLbgOY39guEnlaU+Vh4fPO6gSlfBUrhv7k28uGndXk0B9+k3OI77h48Xlffe3161oNBqIuVWzlnUs8pVtplVUJV0P4vhLqqZpRJUxwxpMRzgzCw1t+DMLLNqJL45wJlZem7BmVkmeQzOzLKrSh7DKoYDnJmlJKJGVlNxgDOz1DwGZ2aZVMwbs6qFA5yZpeYxODPLrFrponq5JDNLJQJai9wKkTRC0h8lLZa0UNLnk/QBkuZIWpJ89s87Z6qkpZKelHRqZ3V1gDOz1Eq0HlwL8C8R8Wbg7cBkSaOBKcDciBgFzE2OSb6bABxB7n0vVycvje6QA5yZpRaoqK1gGRFrIuKhZH8LsBgYBowHZiTZZgCnJ/vjgZkR0RwRy4ClwPGFruExODNLJeWTDAMlzc87nh4R0/fMlLyg6ljgr8CQiFgDuSAoaXCSbRjwQN5pq5K0DjnAmVlqKSYZNnS24KWk3sAtwBciYrPUYcuvvS8K1sRdVDNLrVRv1ZLUnVxw+2VE3Jokr5U0NPl+KLAuSV8FjMg7fTiwulD5DnBmlkoJZ1EFXAssjojv5X01G5iY7E8Ebs9LnyCpUdJIYBQwr9A13EU1s9RK9CzqicA/Ao9LeiRJ+1fgcmCWpEnAs8CZuWvGQkmzgEXkZmAnR0RroQs4wJlZam0lKCMi7qP9cTWA93RwzjRgWrHXcIAzs1S8HpyZZZoDnJllUgAtXg/OzDLJK/qaWVZ5DM7MMq3gvRlVxAHOzFIJOr+Jt1o4wJlZKrlJhkrXojgOcGaWSgDNnkU1s0wqbjHLquAAZ2avQ21EOAc4M0uvNuKbA5yZvR61EeEc4MwsvSjFeiLl5wBnZikFFF6GrWo4wJlZem7BmVkmRTjAmVmWOcCZWSa5BWdmWeZJBjPLJrfgzCzLaiTA+cXPZvY6tBW5FSbpOknrJP0tL22ApDmSliSf/fO+myppqaQnJZ3aWfkOcGaWTkTxW+euB8btkTYFmBsRo4C5yTGSRgMTgCOSc66WVF+ocAc4M0sv2orbOism4l5g0x7J44EZyf4M4PS89JkR0RwRy4ClwPGFyvcYnJmllOpRrYGS5ucdT4+I6Z2cMyQi1gBExBpJg5P0YcADeflWJWkdcoAzs/SKn2TYEBFjS3TV9pYRLtgPdhfVzFKKknVRO7BW0lCA5HNdkr4KGJGXbziwulBBDnBmlk5QykmG9swGJib7E4Hb89InSGqUNBIYBcwrVJCiihZXl7QeWFHpepTBQGBDpSthqWT1z+ygiBi0NwVIuoPcf59ibIiIPWdJ88u6ETg5KW8t8FXg18As4EDgWeDMiNiU5P834FygBfhCRPy+YF2rKcBllaT5JRyHsH3Af2bZ4C6qmWWWA5yZZZYD3L7R2X0/Vn38Z5YBHoMzs8xyC87MMssBzswyywGujCSNS5Z1WSppSqXrY51rb/keq10OcGWSLOPyI+A0YDRwVrLci1W363nt8j1Woxzgyud4YGlEPBMRO4GZ5JZ7sSrWwfI9VqMc4MpnGLAy77jTpV3MrLQc4Mon9dIuZlZaDnDlk3ppFzMrLQe48nkQGCVppKQGcmvJz65wncy6FAe4MomIFuAC4E5gMTArIhZWtlbWmWT5nvuBwyStkjSp0nWy18+PaplZZrkFZ2aZ5QBnZpnlAGdmmeUAZ2aZ5QBnZpnlAFdDJLVKekTS3yTdLKnnXpR1vaQzkv1rCi0EIOlkSe94HddYLuk1b1/qKH2PPC+nvNbXJH0pbR0t2xzgasv2iDgmIo4EdgKfzf8yWcEktYj4dEQsKpDlZCB1gDOrNAe42vVn4E1J6+qPkm4AHpdUL+k7kh6U9Jik8wGUc5WkRZJ+CwzeXZCkeySNTfbHSXpI0qOS5ko6mFwg/WLSenynpEGSbkmu8aCkE5Nz95d0l6SHJf2U9p/H/TuSfi1pgaSFks7b47srkrrMlTQoSXujpDuSc/4s6fCS/Ne0TOpW6QpYepK6kVtn7o4k6XjgyIhYlgSJlyLirZIagb9Iugs4FjgMOAoYAiwCrtuj3EHAz4CTkrIGRMQmST8BXo6I7yb5bgC+HxH3STqQ3NMabyb30t77IuIySR8E/i5gdeDc5Bo9gAcl3RIRG4FewEMR8S+SvpKUfQG5l8F8NiKWSHobcDVwyuv4z2hdgANcbekh6ZFk/8/AteS6jvMiYlmS/n7g6N3ja8B+wCjgJODGiGgFVku6u53y3w7cu7us3W8Tb8d7gdHSKw20vpL6JNf4aHLubyW9UMRvukjSR5L9EUldNwJtwE1J+i+AWyX1Tn7vzXnXbiziGtZFOcDVlu0RcUx+QvI/+tb8JODCiLhzj3wfoPPlmlREHsgNbZwQEdvbqUvRz/5JOplcsDwhIrZJugdo6iB7JNd9cc//BmYd8Rhc9twJ/LOk7gCSDpXUC7gXmJCM0Q0F3t3OufcD75I0Mjl3QJK+BeiTl+8uct1FknzHJLv3AmcnaacB/Tup637AC0lwO5xcC3K3OmB3K/QT5Lq+m4Flks5MriFJYzq5hnVhDnDZcw258bWHkhen/JRcS/02YAnwOPBj4E97nhgR68mNm90q6VFe7SL+BvjI7kkG4CJgbDKJsYhXZ3O/Dpwk6SFyXeVnO6nrHUA3SY8B3wAeyPtuK3CEpAXkxtguS9LPBiYl9VuIl4G3AryaiJlllltwZpZZDnBmllkOcGaWWQ5wZpZZDnBmllkOcGaWWQ5wZpZZ/x8xJbTcbV3oggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pas_clf = BaggingClassifier(DecisionTreeClassifier(), n_estimators=500, max_samples=300, bootstrap=False, n_jobs=-1, random_state=42)\n",
    "pas_clf.fit(X_train, y_train)\n",
    "y_pred = pas_clf.predict(X_test)\n",
    "clf = 'Pasting'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "1e26ecff-14f6-4f78-aad3-28050c647167",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.85      0.83      0.84      1033\n",
      "           1       0.57      0.61      0.59       374\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.71      0.72      0.72      1407\n",
      "weighted avg       0.78      0.77      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7207\n",
      "F1 Score: 0.5881\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs_clf = BaggingClassifier(DecisionTreeClassifier(), n_estimators=500, max_features=20, bootstrap_features=True, n_jobs=-1, random_state=42)\n",
    "rs_clf.fit(X_train, y_train)\n",
    "y_pred = rs_clf.predict(X_test)\n",
    "clf = 'Random Subspace'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "b0e706ed-f5ce-499c-9956-cf053dae2017",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.76      0.83      1033\n",
      "           1       0.54      0.76      0.63       374\n",
      "\n",
      "    accuracy                           0.76      1407\n",
      "   macro avg       0.72      0.76      0.73      1407\n",
      "weighted avg       0.80      0.76      0.77      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7638\n",
      "F1 Score: 0.6320\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAEGCAYAAADxD4m3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAdqklEQVR4nO3de7xVdZ3/8df7HDjncBWQSwioWKjhBTWyzMnMLmL1C+uhhdnEKKVNqJWTCTOP6WJRzpSVjVmROtKUIqYmTaUSZmajIXgNUEEBQZCrCnI5cM75/P7YC93hOfvsJXuz917n/Xw81mOv9d3f9V3fLfjhe1nruxQRmJllUV2lK2BmVi4OcGaWWQ5wZpZZDnBmllkOcGaWWd0qXYF8Awd0j4NHNFa6GpbCE8t7VroKlkLz9i3s2rlde1PGuFP6xYaNLUXlXfDY1jsjYtzeXG9vVFWAO3hEI/PuPLLS1bAUTjp3bKWrYCk88pdZe13Gho27ePCO4v4/rTtg3sC9vuBeqKoAZ2Y1okbun3WAM7P0HODMLJOiZuKbA5yZpROItrbaCB21UUszqyptURt3mDnAmVlKIhzgzCyTAgc4M8umACL26l7hfcYBzsxSchfVzDKsta2+0lUoigOcmaUS4S6qmWWWHODMLLs8BmdmmeUWnJllUoRobXMLzswyyi04M8usqJG3HTjAmVkqfpLBzDLMt4mYWYY5wJlZNgW0eRbVzLIoEG1uwZlZVtVKF7U22plmVlUiVNRWiKTDJD2St22W9AVJAyTNkbQk+eyfd85USUslPSnp1M7q6QBnZulEaQJcRDwZEcdExDHAW4BtwG3AFGBuRIwC5ibHSBoNTACOAMYBV0squG6TA5yZpbL7Pri9DXB7eA/wdESsAMYDM5L0GcDpyf54YGZENEfEMmApcHyhQj0GZ2YppZpkGChpft7x9IiY3k6+CcCNyf6QiFgDEBFrJA1O0ocBD+SdsypJ65ADnJmllqJ1tiEixhbKIKkB+DAwtZOy2rtowVdQu4tqZqmVuIt6GvBQRKxNjtdKGgqQfK5L0lcBI/LOGw6sLlSwA5yZpRIlmmTIcxavdk8BZgMTk/2JwO156RMkNUoaCYwC5hUq2F1UM0utrWDHsHiSegLvA87PS74cmCVpEvAscCZARCyUNAtYBLQAkyOitVD5DnBmlpJK9qhWRGwD9t8jbSO5WdX28k8DphVbvgOcmaXi5ZLMLLsiNw5XCxzgzCy1aPeOjerjAGdmqbmLamaZ5QBnZpkUiLY2BzgzyyJPMphZlrmLamaZ5QBnZpkUQFulK1EkBzgzS80tODPLpsCzqGaWTeE325tZlvk2ETPLLLfgzCyzaqQB5wBnZumEJxm6jidX1HPWV/Z75fiZ1fV8/dNbedexO/ncd/qwY6foVg9XfWkzx49uYVcLfObbfXn4qW60tIp/HLedKZ/aVsFf0PUMHrCTf/v0Mgbs10IEzP7TQH41Z8gr308Y9zyTP/4cH7pwDC+93I037N/ML761kGefbwJg4dO9uOLnB1Wq+lXBXVRA0jjgSqAeuCYiLi/n9SrhsINaeWjGJgBaW2HE6QM5/V07OO/yvvz7uVs57YSd/O7/GphydR/uvuoFbr67ieZd4tH/2cS2HXDk2QOZ8L4dHDy0Vm6drH2treJHN43gqRU96dHUyrVfXcz8hX1ZvroHgwfs5K1HbOH5DQ1/d85z6xo596ujK1Tj6lMrkwxle6uWpHrgR+ReCTYaOEtSpv+GzJ3fwBuHtXLQG9qQYPPW3L9yL22tY+jA3LsxJNi6Q7S0wPZm0dA96NurRv62ZMTGl7rz1IqeAGzfUc/yNU0M7LcLgAsnrOTqWcNqZoypUsrwZvuyKGcL7nhgaUQ8AyBpJjCe3BtxMummuU1MeO8OAL7/+S2cdnF/vvyjPrS1wX0/zbXyznj3Dmb/uZFh4wexbYe44qItDOjr/50q5Q37N3PogdtY9EwvTjzmRda/2MDTK3u+Jt/QQTu59muL2La9np/degCPLelTgdpWj1r5G1vO96IOA1bmHa9K0v6OpPMkzZc0f/3GXWWsTnnt3AW/ua+RM05pBuAnt/Xkigu3sOK2DVxx0RY+8+2+AMxb1J36umDV7et5+lfr+f6NPXnmufpKVr3L6tHYyjcveIYf3jiC1jbxqQ+t4drbDnhNvo0vdeeMfzmKSV8bzX/NHM5XPruMnk0F31aXabtv9K2FFlw5A1x7v+41gT8ipkfE2IgYO2j/7mWsTnn9/oFGjj10F0MG5MbSfv77Jj56ci7YnXlKM/MW5X7bjXOaOPXtO+neDQb3D95x9C7mP+G5nn2tvj745gXPMOf+Ady7oD/DBjczdNBO/vuyRcz6zuMM6p9rsQ3ou4tdLXVs3pr7M3pqRS9Wr2tkxBt2VPgXVFBAW1txW2ck9ZP0K0lPSFos6QRJAyTNkbQk+eyfl3+qpKWSnpR0amfllzPArQJG5B0PB1aX8XoVNXNOExPe9+pf+gMGtvGnh3NB7e4FDYwakfsX/8AhrfxxQQMRsHU7/HVhdw4/qOu2BiojmHLOcpavbuKmu3Kzp8+s6sGHPz+Gj11yFB+75CjWv9DApK+NZtPm7vTrs4s65f5tHjqomeFDmlm9vrGSP6DiStiCuxK4IyIOB8YAi4EpwNyIGAXMTY5JxvAnAEcA44Crk7H+DpWz6fAgMErSSOC5pGKfKOP1KmbbDvjDgw385MubX0n76aWb+eKVfWhphaYGXvnucx/dzrnf6svRn9yfAP7pA9s5+k0tFap513TUqK2MO3ETT6/swXVfzw0JT79lGA88tl+7+ccc+jKTPrKa1lbRFvDdGQeyZWvXbnWXYhZVUl/gJOCfcmXGTmCnpPHAyUm2GcA9wKXkxvBnRkQzsEzSUnJj/fd3dI2y/SlFRIukC4A7yd0mcl1ELCzX9SqpZxOs//36v0v7hzG7ePC6Ta/J27tnMOubL+2rqlk7Hl/Sm3ee85aCeT52yVGv7P9pQX/+tKB/gdxdS5DqtYEDJc3PO54eEdOT/UOA9cB/SxoDLAA+DwyJiDUAEbFG0uAk/zDggbyy2h3Xz1fWf4Yi4nfA78p5DTPb91K04DZExNgOvusGHAdcGBF/lXQlSXe0A0WN6+cr5xicmWVR8tKZYrZOrAJWRcRfk+NfkQt4ayUNBUg+1+XlTzWu7wBnZqkE0NqmoraC5UQ8D6yUdFiS9B5y98nOBiYmaROB25P92cAESY3J2P4oYF6ha3TtkVIze11SjMF15kLgl5IagGeAc8g1vGZJmgQ8C5wJEBELJc0iFwRbgMkRUfAWBAc4M0utVM+iRsQjQHtjdO/pIP80YFqx5TvAmVlqtfKwvQOcmaVTJY9hFcMBzsxSCYp7DKsaOMCZWWolnGQoKwc4M0vNY3Bmlk3F3cRbFRzgzCyVwAHOzDLMs6hmllltbsGZWVa5i2pmmZRbKcRdVDPLqBppwDnAmVl67qKaWWY5wJlZJuWeRfUYnJllVI004BzgzCwlP6plZlnmAGdmmRR4wUszyzA/qmVmmeUuqpllUxYmGST9FwVmgyPiorLUyMyqWinXg5O0HNgCtAItETFW0gDgJuBgYDnwsYh4Ick/FZiU5L8oIu4sVH6hFtz8va28mWVTid/J8O6I2JB3PAWYGxGXS5qSHF8qaTQwATgCOAD4g6RDC738ucMAFxEz8o8l9YqIrXvzK8wsG8rcRR0PnJzszwDuAS5N0mdGRDOwTNJS4Hjg/o4KquvsSpJOkLQIWJwcj5F09d7U3sxqW7QVtwEDJc3P287bsyjgLkkL8r4bEhFrAJLPwUn6MGBl3rmrkrQOFTPJ8APgVGB2csFHJZ1UxHlmllEpGnAbImJsge9PjIjVkgYDcyQ9USBve/3iglXptAUHEBEr90jqsM9rZtkWUfzWeVmxOvlcB9xGrsu5VtJQgORzXZJ9FTAi7/ThwOpC5RcT4FZKegcQkhokfYmku2pmXVMpApykXpL67N4H3g/8jVxvcWKSbSJwe7I/G5ggqVHSSGAUMK/QNYrpon4WuJJcX/c54E5gchHnmVlGlWiSYQhwmyTIxaIbIuIOSQ8CsyRNAp4FzsxdMxZKmgUsAlqAyYVmUHcXWlAyfXv2Xv0MM8uUUjyqFRHPAGPaSd8IvKeDc6YB04q9RjGzqIdI+o2k9ZLWSbpd0iHFXsDMsmX3jb6lGIMrt2LG4G4AZgFDyd1cdzNwYzkrZWZVrISTDOVWTIBTRPxPRLQk2y+onQU9zawMosit0go9izog2f1j8rjETHJ1/jjw231QNzOrUtXQOitGoUmGBeQC2u6b687P+y6Ab5SrUmZW3Wp+wcuIGLkvK2JmtSHI2IKXko4ERgNNu9Mi4uflqpSZVbcsdFEBkPRVck/2jwZ+B5wG3Ac4wJl1RVUyQ1qMYmZRzyB3093zEXEOuRvzGstaKzOrahFR1FZpxXRRt0dEm6QWSX3JPfjqG33NuqhquQWkGMUEuPmS+gE/Izez+jKdPOBqZtlWBY2zohTzLOrnkt2fSLoD6BsRj5W3WmZWzZLFLKteoRt9jyv0XUQ8VJ4qmVm1q5EGXMEW3BUFvgvglBLXhQVPdKP+xMGdZ7Sq8cHjauOGT8vpVl+CQmpoFrXQjb7v3pcVMbPaUMrXBpabX/xsZqnVSHxzgDOz9Npq5FktBzgzS61WuqjFrOgrSZ+U9JXk+EBJx5e/amZWnYpdDa7yUbCYR7WuBk4AzkqOtwA/KluNzKyqlfK1geVWTBf1bRFxnKSHASLiBUkNZa6XmVWxanjOtBjFBLhdkupJ2puSBgE1ch+zmZVDjcS3orqoPyT3xunBkqaRWyrpW2WtlZlVtbaIorZiSKqX9LCk/02OB0iaI2lJ8tk/L+9USUslPSnp1M7K7jTARcQvgS8D3wbWAKdHxM1F1dzMsqm0cwyfBxbnHU8B5kbEKGBucoyk0cAE4AhgHHB10rvsUDGzqAcC24DfALOBrUmamXVBpZxDlTQc+CBwTV7yeGBGsj8DOD0vfWZENEfEMmApUPCOjmLG4H7Lqy+faQJGAk+Si6Jm1tVEqkmGgZLm5x1Pj4jpecc/INdD7JOXNiQi1gBExBpJux9QHwY8kJdvVZLWoWKWSzoq/zhZZeT8DrKbWReQYpJhQ0SMbe8LSR8C1kXEAkknF1FWeys7FKxJ6icZIuIhSW9Ne56ZZUeJZlFPBD4s6QPkeod9Jf0CWCtpaNJ6G0puFXHItdhG5J0/HFhd6ALFvHTm4rzDOuA4YH3xv8HMsiT32sC9j3ARMRWYCpC04L4UEZ+U9B1gInB58nl7csps4AZJ3wMOAEbRyerixbTg8vvGLeTG5G4p+leYWfaU9z64y4FZkiYBzwJnAkTEQkmzgEXkYtHkiGgtVFDBAJdMwfaOiEtKUm0zy4RSx7eIuAe4J9nfSO5Nfu3lmwZMK7bcQkuWd4uIlkJLl5tZF1QlrwQsRqEW3Dxy422PSJoN3Axs3f1lRNxa5rqZWZWqkfhW1BjcAGAjuXcw7L4fLgAHOLMuKDfJUOlaFKdQgBuczKD+jVcD22418vPMrByy0EWtB3rzOm6uM7Nsq5H4VjDArYmIy/ZZTczMSqxQgPMLL83stapktd5iFApw7d6HYmZW8wEuIjbty4qYWW0o1aNa+4JfG2hmqdVIfHOAM7P0HODMLLNqJL45wJlZSkHNNOEc4MwslRqKbw5wZpZeFp5FNTNrl1twZpZZDnBmlkm5d57WRoRzgDOzdDLyLKqZWbs8yWBm2eUAZ2ZZVStd1LpKV8DMakuk2AqR1CRpnqRHJS2U9PUkfYCkOZKWJJ/9886ZKmmppCclndpZXR3gzCy1iOK2TjQDp0TEGOAYYJyktwNTgLkRMQqYmxwjaTQwATgCGAdcnby7uUMOcGaWTpHBrbMAFzkvJ4fdky2A8cCMJH0GcHqyPx6YGRHNEbEMWAocX+gaDnBmlkoQtEVxGzBQ0vy87bz8siTVS3oEWAfMiYi/AkMiYg1A8jk4yT4MWJl3+qokrUOeZDCz1FJMMmyIiLEdlxOtwDGS+gG3STqyQFmp3/DnFpyZpVaiMbi88uJF4B5yY2trJQ0FSD7XJdlWASPyThsOrC5UrgOcmaVWolnUQUnLDUk9gPcCTwCzgYlJtonA7cn+bGCCpEZJI4FRwLxC13AX1cxSK9F9cEOBGclMaB0wKyL+V9L9wCxJk4BngTNz14yFkmYBi4AWYHLSxe2QA5yZpRJRmke1IuIx4Nh20jfSwWtLI2IaMK3YazjAmVlqtfIkgwNciX3h49uY9P92EMDjT3fj3Gl9OPygVn58yRaaGoKWVjH5u715cHH3Sle1yxrYbydf/NQy+vfdRQTc8ZdB/OaeIYwcto3PTVhBQ/c2WtvEj286kCUregNw8AHbmHzWCno2tdIW4uL/fDO7WrruEHaXD3CSrgM+BKyLiEJTv5lxwMBWLjxzO0d8YgA7doqZ39jMhPc2c9b7d3DZdT2544FGTjuhmf+YvJVTLuhX6ep2Wa1tcN2tw3l6VS96NLby/UsX8cgTfTnn9FXM/P0BLFi0H28Z/SLnnL6Kf73ycOrqgosnLuN7Px/J8ud60qdXC62t7d2x0HXUSHwr6yzq9eSmfLuUbvXQozGorw96NgWrN9QRAX175f5K7Nc7l2aV88LmBp5e1QuA7c31rHy+B/v320kAPZpyY9a9erSy6aUGAI49/CWWP9eD5c/1BGDL1m60RdcNcLtfOlPK20TKpWwtuIi4V9LB5Sq/Gq3eUM8VN/ZgxW0b2d4s7prXwJx5DaxcW8cd33+J71ywlbo6OPH8fpWuqiUGD2jmjcO38eTy3vzsVw1cNnkJ535kJXWCS644HIBhg5sB+Prkp9ivdwv3LujPrX8YWslqV1aVBK9iVLwpIem83Y9x0Laz0tXZK/36tPHhd+7kkDP2Z9iH96dXj+DsU3fwzx/dwcU/7M1BH9mfi6/sxTVTt1S6qgY0NbQy9dNP87NbRrB9Rz0feOd6rrl1BOf++xiuuWUEF529HID6+mD0IS9zxfUjufR7h3HCmBc5+tDNla18hbVFcVulVTzARcT0iBgbEWOpa6h0dfbKe8fuYvnqeja8WEdLq7jtnkbecdQuPnXaDm69J/fbbr67keNHt1S4plZf18bUzzzNPfMHcP+judV4TnnbRv7vkX4A3Pdwfw49aCsAG15s4G9L+7B5a3ead9Uzf+F+vHHEtkpVvSrUShe14gEuS55dW8fbjthFj8bcfdynjN3J4uXdWL2hjncduwuAU96yiyUrC67wYmUXXHT2ClY+38Ttd7/hldRNL3XnyFG51vXRh25h9fomAB5a1JeDh22nsXsrdXXBkW/awsrnmypS82rgMbguat6i7tzyx0YWXP8CLa3w8FPdmH57Ew8/1Y0ffOFlutW/zI6d4vz/6F3pqnZpow95mVPetpFlz/XgyikLAfj57GFcdcNBfOaMldTXBTtb6rjqxoMA2Lq9G7++ewjf+/JiImD+wv2Yv7BfBX9B5VVB7CqKokxhVtKNwMnAQGAt8NWIuLbgOY39guEnlaU+Vh4fPO6gSlfBUrhv7k28uGndXk0B9+k3OI77h48Xlffe3161oNBqIuVWzlnUs8pVtplVUJV0P4vhLqqZpRJUxwxpMRzgzCw1t+DMLLNqJL45wJlZem7BmVkmeQzOzLKrSh7DKoYDnJmlJKJGVlNxgDOz1DwGZ2aZVMwbs6qFA5yZpeYxODPLrFrponq5JDNLJQJai9wKkTRC0h8lLZa0UNLnk/QBkuZIWpJ89s87Z6qkpZKelHRqZ3V1gDOz1Eq0HlwL8C8R8Wbg7cBkSaOBKcDciBgFzE2OSb6bABxB7n0vVycvje6QA5yZpRaoqK1gGRFrIuKhZH8LsBgYBowHZiTZZgCnJ/vjgZkR0RwRy4ClwPGFruExODNLJeWTDAMlzc87nh4R0/fMlLyg6ljgr8CQiFgDuSAoaXCSbRjwQN5pq5K0DjnAmVlqKSYZNnS24KWk3sAtwBciYrPUYcuvvS8K1sRdVDNLrVRv1ZLUnVxw+2VE3Jokr5U0NPl+KLAuSV8FjMg7fTiwulD5DnBmlkoJZ1EFXAssjojv5X01G5iY7E8Ebs9LnyCpUdJIYBQwr9A13EU1s9RK9CzqicA/Ao9LeiRJ+1fgcmCWpEnAs8CZuWvGQkmzgEXkZmAnR0RroQs4wJlZam0lKCMi7qP9cTWA93RwzjRgWrHXcIAzs1S8HpyZZZoDnJllUgAtXg/OzDLJK/qaWVZ5DM7MMq3gvRlVxAHOzFIJOr+Jt1o4wJlZKrlJhkrXojgOcGaWSgDNnkU1s0wqbjHLquAAZ2avQ21EOAc4M0uvNuKbA5yZvR61EeEc4MwsvSjFeiLl5wBnZikFFF6GrWo4wJlZem7BmVkmRTjAmVmWOcCZWSa5BWdmWeZJBjPLJrfgzCzLaiTA+cXPZvY6tBW5FSbpOknrJP0tL22ApDmSliSf/fO+myppqaQnJZ3aWfkOcGaWTkTxW+euB8btkTYFmBsRo4C5yTGSRgMTgCOSc66WVF+ocAc4M0sv2orbOism4l5g0x7J44EZyf4M4PS89JkR0RwRy4ClwPGFyvcYnJmllOpRrYGS5ucdT4+I6Z2cMyQi1gBExBpJg5P0YcADeflWJWkdcoAzs/SKn2TYEBFjS3TV9pYRLtgPdhfVzFKKknVRO7BW0lCA5HNdkr4KGJGXbziwulBBDnBmlk5QykmG9swGJib7E4Hb89InSGqUNBIYBcwrVJCiihZXl7QeWFHpepTBQGBDpSthqWT1z+ygiBi0NwVIuoPcf59ibIiIPWdJ88u6ETg5KW8t8FXg18As4EDgWeDMiNiU5P834FygBfhCRPy+YF2rKcBllaT5JRyHsH3Af2bZ4C6qmWWWA5yZZZYD3L7R2X0/Vn38Z5YBHoMzs8xyC87MMssBzswyywGujCSNS5Z1WSppSqXrY51rb/keq10OcGWSLOPyI+A0YDRwVrLci1W363nt8j1Woxzgyud4YGlEPBMRO4GZ5JZ7sSrWwfI9VqMc4MpnGLAy77jTpV3MrLQc4Mon9dIuZlZaDnDlk3ppFzMrLQe48nkQGCVppKQGcmvJz65wncy6FAe4MomIFuAC4E5gMTArIhZWtlbWmWT5nvuBwyStkjSp0nWy18+PaplZZrkFZ2aZ5QBnZpnlAGdmmeUAZ2aZ5QBnZpnlAFdDJLVKekTS3yTdLKnnXpR1vaQzkv1rCi0EIOlkSe94HddYLuk1b1/qKH2PPC+nvNbXJH0pbR0t2xzgasv2iDgmIo4EdgKfzf8yWcEktYj4dEQsKpDlZCB1gDOrNAe42vVn4E1J6+qPkm4AHpdUL+k7kh6U9Jik8wGUc5WkRZJ+CwzeXZCkeySNTfbHSXpI0qOS5ko6mFwg/WLSenynpEGSbkmu8aCkE5Nz95d0l6SHJf2U9p/H/TuSfi1pgaSFks7b47srkrrMlTQoSXujpDuSc/4s6fCS/Ne0TOpW6QpYepK6kVtn7o4k6XjgyIhYlgSJlyLirZIagb9Iugs4FjgMOAoYAiwCrtuj3EHAz4CTkrIGRMQmST8BXo6I7yb5bgC+HxH3STqQ3NMabyb30t77IuIySR8E/i5gdeDc5Bo9gAcl3RIRG4FewEMR8S+SvpKUfQG5l8F8NiKWSHobcDVwyuv4z2hdgANcbekh6ZFk/8/AteS6jvMiYlmS/n7g6N3ja8B+wCjgJODGiGgFVku6u53y3w7cu7us3W8Tb8d7gdHSKw20vpL6JNf4aHLubyW9UMRvukjSR5L9EUldNwJtwE1J+i+AWyX1Tn7vzXnXbiziGtZFOcDVlu0RcUx+QvI/+tb8JODCiLhzj3wfoPPlmlREHsgNbZwQEdvbqUvRz/5JOplcsDwhIrZJugdo6iB7JNd9cc//BmYd8Rhc9twJ/LOk7gCSDpXUC7gXmJCM0Q0F3t3OufcD75I0Mjl3QJK+BeiTl+8uct1FknzHJLv3AmcnaacB/Tup637AC0lwO5xcC3K3OmB3K/QT5Lq+m4Flks5MriFJYzq5hnVhDnDZcw258bWHkhen/JRcS/02YAnwOPBj4E97nhgR68mNm90q6VFe7SL+BvjI7kkG4CJgbDKJsYhXZ3O/Dpwk6SFyXeVnO6nrHUA3SY8B3wAeyPtuK3CEpAXkxtguS9LPBiYl9VuIl4G3AryaiJlllltwZpZZDnBmllkOcGaWWQ5wZpZZDnBmllkOcGaWWQ5wZpZZ/x8xJbTcbV3oggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rp_clf = BaggingClassifier(DecisionTreeClassifier(), n_estimators=500, max_samples=500, max_features=10, bootstrap=True, bootstrap_features=False, n_jobs=-1, random_state=42)\n",
    "rp_clf.fit(X_train, y_train)\n",
    "y_pred = pas_clf.predict(X_test)\n",
    "clf = 'Random Patches'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "7bdf1517-0d11-499c-86f5-7ada4c7762e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.78      0.83      1033\n",
      "           1       0.54      0.73      0.62       374\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.72      0.75      0.73      1407\n",
      "weighted avg       0.80      0.77      0.77      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7533\n",
      "F1 Score: 0.6224\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rf_clf = RandomForestClassifier(n_estimators=500, max_samples=400, n_jobs=-1, random_state=42)\n",
    "rf_clf.fit(X_train, y_train)\n",
    "y_pred = rf_clf.predict(X_test)\n",
    "clf = 'Random Forest'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "13e9aed9-4f4c-472d-a5f7-f23c13ea4d99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.75      0.81      1033\n",
      "           1       0.51      0.74      0.61       374\n",
      "\n",
      "    accuracy                           0.74      1407\n",
      "   macro avg       0.70      0.74      0.71      1407\n",
      "weighted avg       0.79      0.74      0.76      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7418\n",
      "F1 Score: 0.6051\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "etc_clf = ExtraTreesClassifier(n_estimators=1000, min_samples_split=300, random_state=42)\n",
    "etc_clf.fit(X_train, y_train)\n",
    "y_pred = etc_clf.predict(X_test)\n",
    "clf = 'Extra Trees'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "043ab2b9-d0db-4647-9c28-afd1cae2fd03",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.79      0.84      1033\n",
      "           1       0.55      0.71      0.62       374\n",
      "\n",
      "    accuracy                           0.77      1407\n",
      "   macro avg       0.72      0.75      0.73      1407\n",
      "weighted avg       0.80      0.77      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7529\n",
      "F1 Score: 0.6238\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ada_clf = AdaBoostClassifier(DecisionTreeClassifier(max_depth=1), n_estimators=300, learning_rate=1.0)\n",
    "ada_clf.fit(X_train, y_train)\n",
    "y_pred = ada_clf.predict(X_test)\n",
    "clf = 'Adaboost'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "08bf533a-a0b6-49d2-8df7-58d9b37fdcfd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.82      0.85      1033\n",
      "           1       0.59      0.71      0.64       374\n",
      "\n",
      "    accuracy                           0.79      1407\n",
      "   macro avg       0.74      0.76      0.75      1407\n",
      "weighted avg       0.81      0.79      0.80      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7639\n",
      "F1 Score: 0.6423\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gbdt_clf = GradientBoostingClassifier(n_estimators=500, learning_rate=1.0, max_depth=20, max_leaf_nodes=2, random_state=42)\n",
    "gbdt_clf.fit(X_train, y_train)\n",
    "y_pred = gbdt_clf.predict(X_test)\n",
    "clf = 'Gradient Boosting'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "19fe1daf-826e-4ff3-97d6-f88074901ae3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17:21:55] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.76      0.82      1033\n",
      "           1       0.53      0.74      0.62       374\n",
      "\n",
      "    accuracy                           0.76      1407\n",
      "   macro avg       0.71      0.75      0.72      1407\n",
      "weighted avg       0.80      0.76      0.77      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7526\n",
      "F1 Score: 0.6192\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xgb_clf = XGBClassifier(n_estimators=500, max_depth=1, max_leaves=2, random_state=42)\n",
    "xgb_clf.fit(X_train, y_train)\n",
    "y_pred = xgb_clf.predict(X_test)\n",
    "clf = 'XGBoost'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "3e274e77-df08-4186-9c9c-e6cf344e99ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.82      0.85      1033\n",
      "           1       0.58      0.70      0.63       374\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.73      0.76      0.74      1407\n",
      "weighted avg       0.80      0.78      0.79      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7551\n",
      "F1 Score: 0.6303\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgbm_clf = LGBMClassifier(n_estimators=7000, max_depth=2, num_leaves=2, random_state=42)\n",
    "lgbm_clf.fit(X_train, y_train)\n",
    "y_pred = lgbm_clf.predict(X_test)\n",
    "clf = 'LightGBM'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "732d36d2-0420-4b09-8313-072573b05b96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.86      0.83      0.85      1033\n",
      "           1       0.58      0.63      0.60       374\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.73      0.72      1407\n",
      "weighted avg       0.79      0.78      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7318\n",
      "F1 Score: 0.6028\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_clf = CatBoostClassifier(n_estimators=500, max_depth=4, random_state=42, verbose=0)\n",
    "cat_clf.fit(X_train, y_train)\n",
    "y_pred = cat_clf.predict(X_test)\n",
    "clf = 'CatBoost'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "0e7cce1f-b5d9-4e8b-85ff-48861735af53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17:22:26] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:22:39] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "XGBClassifier 0.7525870860532895\n",
      "XGBClassifier 0.6191536748329622\n",
      "LGBMClassifier 0.7551444057337798\n",
      "LGBMClassifier 0.6303030303030304\n",
      "CatBoostClassifier 0.731771332135776\n",
      "CatBoostClassifier 0.6028097062579821\n",
      "[17:22:53] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "VotingClassifier 0.7521250601798406\n",
      "VotingClassifier 0.6251497005988024\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.81      0.84      1033\n",
      "           1       0.57      0.70      0.63       374\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.75      0.73      1407\n",
      "weighted avg       0.80      0.78      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7521\n",
      "F1 Score: 0.6251\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "voting_clf = VotingClassifier(\n",
    "estimators=[('xgb', xgb_clf), ('lgbm', lgbm_clf), ('cat', cat_clf)],\n",
    "voting='hard')\n",
    "voting_clf.fit(X_train, y_train)\n",
    "y_pred = voting_clf.predict(X_test)\n",
    "for clf in (xgb_clf, lgbm_clf, cat_clf, voting_clf):\n",
    "    clf.fit(X_train, y_train)\n",
    "    y_pred = clf.predict(X_test)\n",
    "    print(clf.__class__.__name__, roc_auc_score(y_test, y_pred))\n",
    "    print(clf.__class__.__name__, f1_score(y_test, y_pred))\n",
    "    \n",
    "clf = 'Voting Classifier'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "b3f8d4c0-8487-4d83-a904-75f589371229",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17:23:53] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:26:42] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:26:43] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:26:45] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:26:46] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[17:26:48] WARNING: ..\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.81      0.84      1033\n",
      "           1       0.57      0.70      0.63       374\n",
      "\n",
      "    accuracy                           0.78      1407\n",
      "   macro avg       0.72      0.75      0.73      1407\n",
      "weighted avg       0.80      0.78      0.78      1407\n",
      "\n",
      "ROC_AUC_Score: 0.7521\n",
      "F1 Score: 0.6251\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stack_clf = StackingClassifier(estimators = [('bag', bag_clf),\n",
    "                                             ('pas', pas_clf),\n",
    "                                             ('rs', rs_clf),\n",
    "                                             ('rp', rp_clf),                                             \n",
    "                                             ('rf', rf_clf),\n",
    "                                             ('etc', etc_clf),\n",
    "                                             ('ada', ada_clf),\n",
    "                                             ('gbdt', gbdt_clf),\n",
    "                                             ('xgb',xgb_clf),\n",
    "                                             ('lgbm',lgbm_clf),\n",
    "                                             ('cat',cat_clf)],\n",
    "                           final_estimator = rf_clf)\n",
    "\n",
    "stack_clf.fit(X_train, y_train)\n",
    "stack_clf.predict(X_test)\n",
    "clf = 'Stack'\n",
    "model_eval(clf, y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "2cfc792e-6332-42ef-9bcd-3d63a80b60de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ROC_AUC_Score</th>\n",
       "      <th>F1_Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Classifier</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Gradient Boosting</th>\n",
       "      <td>0.763880</td>\n",
       "      <td>0.642336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pasting</th>\n",
       "      <td>0.763766</td>\n",
       "      <td>0.632044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random Patches</th>\n",
       "      <td>0.763766</td>\n",
       "      <td>0.632044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bagging</th>\n",
       "      <td>0.762176</td>\n",
       "      <td>0.630992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LightGBM</th>\n",
       "      <td>0.755144</td>\n",
       "      <td>0.630303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Voting Classifier</th>\n",
       "      <td>0.752125</td>\n",
       "      <td>0.625150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stack</th>\n",
       "      <td>0.752125</td>\n",
       "      <td>0.625150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adaboost</th>\n",
       "      <td>0.752886</td>\n",
       "      <td>0.623832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random Forest</th>\n",
       "      <td>0.753278</td>\n",
       "      <td>0.622426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XGBoost</th>\n",
       "      <td>0.752587</td>\n",
       "      <td>0.619154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extra Trees</th>\n",
       "      <td>0.741800</td>\n",
       "      <td>0.605061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CatBoost</th>\n",
       "      <td>0.731771</td>\n",
       "      <td>0.602810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random Subspace</th>\n",
       "      <td>0.720707</td>\n",
       "      <td>0.588083</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ROC_AUC_Score  F1_Score\n",
       "Classifier                                \n",
       "Gradient Boosting       0.763880  0.642336\n",
       "Pasting                 0.763766  0.632044\n",
       "Random Patches          0.763766  0.632044\n",
       "Bagging                 0.762176  0.630992\n",
       "LightGBM                0.755144  0.630303\n",
       "Voting Classifier       0.752125  0.625150\n",
       "Stack                   0.752125  0.625150\n",
       "Adaboost                0.752886  0.623832\n",
       "Random Forest           0.753278  0.622426\n",
       "XGBoost                 0.752587  0.619154\n",
       "Extra Trees             0.741800  0.605061\n",
       "CatBoost                0.731771  0.602810\n",
       "Random Subspace         0.720707  0.588083"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = {'Classifier': clf_name, 'ROC_AUC_Score':roc_auc, 'F1_Score':f1}\n",
    "clf_report = pd.DataFrame(data=d).set_index('Classifier').sort_values('F1_Score', ascending=False)\n",
    "clf_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "aa582f70-ce4e-4952-a8b5-34d215d909a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "xgb_r = XGBRegressor(n_estimators=1000, random_state=42)\n",
    "xgb_r.fit(X_train,y_train)\n",
    "y_pred = xgb_r.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "1a467a32-3b92-4ab4-a4b8-29b3b70b23fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R Squared Score: -0.5021762989922274\n"
     ]
    }
   ],
   "source": [
    "print(f'R Squared Score: {r2_score(y_pred, y_test)}')"
   ]
  }
 ],
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